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1403.5955v1.Existence_Results_for_Some_Damped_Second_Order_Volterra_Integro_Differential_Equations.pdf | arXiv:1403.5955v1 [math.AP] 24 Mar 2014EXISTENCE RESULTS FOR SOME DAMPED SECOND-ORDER VOLTERRA
INTEGRO-DIFFERENTIAL EQUATIONS
TOKADIAGANA
InMemoryofProf. YahyaOuldHamidoune
Abstract. In this paper we make a subtle use of operator theory techniq ues and the well-
knownSchauderfixed-pointprincipletoestablish theexist enceofpseudo-almostautomor-
phic solutions to some second-order damped integro-di fferential equations with pseudo-
almost automorphic coe fficients. In order to illustrate our main results, we will stud y
the existence of pseudo-almost automorphic solutions to a s tructurally damped plate-like
boundary value problem.
1. Introduction
Integro-differentialequationsplayanimportantrolewhenitcomestomo delingvarious
natural phenomena, see, e.g., [ 9,10,15,27,28,29,34,43,49,52,53,57,60,61,62,
71]. In recent years, noteworthy progress has been made in stud ying the existence of
periodic,almostperiodic,almostautomorphic,pseudo-al mostperiodic,andpseudo-almost
automorphicsolutionsto first-orderintegro-di fferentialequations,see, e.g., [ 2,17,22,23,
24,25,35,36,37,44,45,60,61,62]. The most popular method used to deal with the
existence of solutions to those first-order integro-di fferentialequations consists of the so-
calledmethodofresolvents,see, e.g.,[ 1,14,15,36,37,44,45].
Fixα∈(0,1). LetHbe an infinite dimensional separable Hilbert space over the fi eld
ofcomplexnumbersequippedwith the innerproductandnormg ivenrespectivelyby /an}bracketle{t·,·/an}bracketri}ht
and/bardbl·/bardbl. The purpose of this paper consists of making use of a new appr oach to study
theexistenceofpseudo-almostautomorphicsolutionstoth eclassofdampedsecond-order
Volterraintegro-differentialequationsgivenby
d2ϕ
dt2+Bdϕ
dt+Aϕ=/integraldisplayt
−∞C(t−s)ϕ(s)ds+f(t,ϕ), (1.1)
whereA:D(A)⊂H/mapsto→His an unbounded self-adjoint linear operator whose spectru m
consistsofisolatedeigenvaluesgivenby
0<λ1<λ2<...<λ n→∞
asn→∞with eacheigenvaluehavinga finite multiplicity γjequalsto themultiplicityof
thecorrespondingeigenspace, B:D(B)⊂H/mapsto→His a positiveself-adjointlinearoperator
suchthatthereexisttwoconstants γ1,γ2>0andsuchthat γ1Aα≤B≤γ2Aα, thatis,
γ1/an}bracketle{tAαϕ,ϕ/an}bracketri}ht≤/an}bracketle{tBϕ,ϕ/an}bracketri}ht≤γ2/an}bracketle{tAαϕ,ϕ/an}bracketri}ht
for allϕ∈D(B1
2)=D(Aα
2), the mappings C(t) :D(A)⊂H/mapsto→Hconsist of (possibly
unbounded)linear operators for each t∈R, and the function f:R×H/mapsto→His pseudo-
almostautomorphicin thefirst variableuniformlyinthesec ondone.
2000Mathematics Subject Classification. 12H20; 45J05;43A60; 35L71; 35L10;37L05.
Key words and phrases. second-order integro-di fferential equation; pseudo-almost automorphic; Schauder
fixed point theorem; hyperbolic semigroup; structurally da mped plate-like boundary value problem.
12 TOKADIAGANA
EquationsoftypeEq. ( 1.1)ariseveryofteninthestudyofnaturalphenomenainwhich
acertainmemorye ffectistakenintoconsideration,see,e.g.,[ 3,6,46,50,51]. In[3,6]for
instance,equationsoftypeEq. ( 1.1)appearedinthestudyofa viscoelasticwaveequation
withmemory.
The existence, uniqueness, and asymptotic behavior of solu tions to Eq. ( 1.1) have
widely been studied, see, e.g., [ 3,6,7,8,41,42,46,50,51,54,55,56]. However, to
the best of our knowledge, the existence of pseudo-almost au tomorphic solutions to Eq.
(1.1) is an untreated original problem with important applicati ons, which constitutes the
mainmotivationofthispaper.
In this paper,we are interestedin the special case B=2γAαwhereγ >0 is a constant,
thatis,
d2ϕ
dt2+2γAαdϕ
dt+Aϕ=/integraldisplayt
−∞C(t−s)ϕ(s)ds+f(t,ϕ),t∈R. (1.2)
It should be mentioned that various versions of Eq. ( 1.2) have been investigated in the
literature, see, e.g., Chen and Triggiani [ 11,12], Huang [ 30,31,32,33], and Xiao and
Liang[65,66,67,68,69,70].
Considerthepolynomial Qγ
nassociatedwiththeleft handsideofEq. ( 1.2),thatis,
Qγ
n(ρ) :=ρ2+2γλα
nρ+λn (1.3)
anddenoteits rootsby ρn
1:=dn+ienandρn
2:=rn+isnforalln≥1.
Intherestofthepaper,wesupposethattheroots ρn
1andρn
2satisfy:ρn
1/nequalρn
2foralln≥1
andthat thefollowingcrucialassumptionholds: thereexis tsδ0>0suchthat
sup
n≥1/bracketleftig
max(dn,rn)/bracketrightig
≤−δ0<0. (1.4)
In order to investigate the existence of pseudo-almost auto morphic solutions to Eq.
(1.2), our strategy consists of rewriting it as a first-order inte gro-differential equation in
the product spaceE1
2:=D(A1
2)×Hand then study the existence of pseudo-almost auto-
morphic solutions to the obtained first-order integro-di fferentialequation with the help of
SchauderfixedpointprincipleandthengobacktoEq. ( 1.2).
Recall thatthe innerproductof E1
2isdefinedasfollows:
/parenleftigg/parenleftiggϕ1
ϕ2/parenrightigg
,ψ1
ψ2/parenrightigg
E1
2:=/an}bracketle{tA1
2ϕ1,A1
2ψ1/an}bracketri}ht+/an}bracketle{tϕ2,ψ2/an}bracketri}ht
forallϕ1,ψ1∈D(A1
2) andϕ2,ψ2∈H. Itscorrespondingnormwill bedenoted /bardbl·/bardblE1
2.
Letting
Φ:=ϕ
ϕ′∈E1
2,
thenEq. ( 1.2)canberewrittenin thefollowingform
(1.5)dΦ
dt=AΦ+/integraldisplayt
−∞C(t−s)Φ(s)ds+F(t,Φ(t)),t∈R,EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 3
whereA,Caretheoperatormatricesdefinedby
A=0I
−A−Aα,C=C
0,
withdomain D(A)=D(A)×[D(A1
2)∩D(Aα)]=D(C)(D(A)=D(A)×D(A1
2)if0<α≤1
2
andD(A)=D(A)×D(Aα) if1
2≤α <1), and the function F:R×E1
2/mapsto→E:=H×His
givenby
F(t,Φ)=0
f(t,ϕ).
In order to investigate Eq. ( 1.5), we study the first-order di fferential equation in the
spaceE1
2givenby,
dϕ
dt=(A+B)ϕ+F(t,ϕ),t∈R, (1.6)
whereB:C(R,D(A))/mapsto→E1
2isthelinearoperatordefinedby
Bϕ:=/integraldisplayt
−∞C(t−s)ϕ(s)ds, ϕ∈C(R,D(A)) (1.7)
withC(R,D(A))beingthecollectionofall continuousfunctionsfrom RintoD(A).
In order to study the existence of solutionsto Eq. ( 1.6), we will make extensive use of
hyperbolicsemigrouptoolsandfractionalpowersofoperat ors,andthatthelinearoperator
Bsatisfiessomeadditionalassumptions. Ourexistenceresul twillthenbeobtainedthrough
theuseofthewell-knownSchauderfixed-pointtheorem. Obvi ously,onceweestablishthe
sought existence results for Eq. ( 1.6), then we can easily go back to Eq. ( 1.2) notably
throughEq. ( 1.7).
The concept of pseudo almost automorphy is a powerful notion introduced in the lit-
erature by Liang et al.[39,40,63,64]. This concept has recently generated several de-
velopmentsandextensions,whichhavebeensummarizedin a n ewbookbyDiagana[ 17].
The existence of almost periodic and asymptotically almost periodic solutions to integro-
differential equations of the form Eq. ( 1.5) in a general context has recently been estab-
lishedin[ 36,37]. Similarly,in[ 45],theexistenceofpseudo-almostautomorphicsolutions
to Eq. (1.5)was studied. Themain methodused in the above-mentionedpa persare resol-
vents operators. However, to the best of our knowledge, the e xistence of pseudo-almost
automorphic solutions to Eq. ( 1.2) is an important untreated topic with some interesting
applications. Amongotherthings, we will make extensiveus e of theSchauderfixedpoint
toderivesomesufficientconditionsfortheexistenceofpseudo-almostautomo rphic(mild)
solutionsto ( 1.6)andthentoEq. ( 1.2).
2. Preliminaries
Some of the basic results discussed in this section are mainl ytaken fromthe following
recentpapersbyDiagana[ 18,21]. Inthispaper,Hdenoteaninfinitedimensionalseparable
Hilbertspaceoverthefieldofcomplexnumbersequippedwith theinnerproductandnorm
givenrespectivelyby /an}bracketle{t·,·/an}bracketri}htand/bardbl·/bardbl. IfAisalinearoperatoruponaBanachspace( X,/bardbl·/bardbl),
then the notations D(A),ρ(A),σ(A),N(A), andR(A) stand respectively for the domain,
resolvent, spectrum, kernel, and the range of A. Similarly, if A:D:=D(A)⊂X/mapsto→Xis4 TOKADIAGANA
a closed linear operator on a Banach space, one denotes its gr aph norm by/bardbl·/bardblDdefined
by/bardblx/bardblD:=/bardblx/bardbl+/bardblAx/bardblfor allx∈D. From the closedness of A, one can easily see that
(D,/bardbl·/bardblD) is a Banach space. Moreover, one sets R(λ,L) :=(λI−L)−1for allλ∈ρ(A).
We setQ=I−Pfor a projection P. IfY,Zare Banach spaces, then the space B(Y,Z)
denotes the collection of all bounded linear operators from YintoZequipped with its
natural uniform operator topology /bardbl·/bardblB(Y,Z). We also set B(Y)=B(Y,Y). IfK⊂Xis a
subset,we let coKdenotetheclosed convexhullof K. Additionally,Twill denotethe set
definedby,T:={(t,s)∈R×R:t≥s}.If(X,/bardbl·/bardblX)and(Y,/bardbl·/bardblY)areBanachspaces,their
productX×Y:={(x,y) :x∈X,y∈Y}is also a Banach when it is equipped with the
normgivenby
/bardbl(x,y)/bardblX×Y=/radicalig
/bardblx/bardbl2
X+/bardbly/bardbl2
Yforall (x,y)∈X×Y.
In this paper if β≥0, then we setEβ:=D(Aβ)×H, andE:=H×Hand equip them
with their corresponding topologies /bardbl·/bardblEβand/bardbl·/bardblE. Recall that D(Aβ) will be equipped
withthenormdefinedby, /bardblϕ/bardblβ:=/bardblAβϕ/bardblforallϕ∈D(Aβ).
In the sequel, A:D(A)⊂H/mapsto→Hstands for a self-adjoint (possibly unbounded)
linear operator on the Hilbert space Hwhose spectrum consists of isolated eigenvalues
0< λ1< λ2< ... < λ n→∞with each eigenvalue having a finite multiplicity γjequals
to the multiplicity of the correspondingeigenspace. Let {ek
j}be a (complete) orthonormal
sequence of eigenvectors associated with the eigenvalues {λj}j≥1. Clearly, for each u∈
D(A),whereif
u∈D(A) :=/braceleftig
u∈H:∞/summationdisplay
j=1λ2
j/bardblEju/bardbl2<∞/bracerightig
,thenAu=∞/summationdisplay
j=1λjγj/summationdisplay
k=1/an}bracketle{tu,ek
j/an}bracketri}htek
j=∞/summationdisplay
j=1λjEju
withEju=/summationtextγj
k=1/an}bracketle{tu,ek
j/an}bracketri}htek
j.Note that{Ej}j≥1is a sequence of orthogonalprojectionson H.
Moreover,each u∈Hcan written as follows: u=/summationtext∞
j=1Eju.It should also be mentioned
thattheoperator−Aistheinfinitesimalgeneratorofananalyticsemigroup {S(t)}t≥0,which
isexplicitlyexpressedintermsofthoseorthogonalprojec tionsEjby,forall u∈H,
S(t)u=∞/summationdisplay
j=1e−λjtEju
whichin particularisexponentiallystable as
/bardblS(t)/bardbl≤e−λ1t
forallt≥0.
3. SectorialLinearOperators
Thebasicresultsdiscussedinthissectionaremainlytaken fromDiagana[ 17,20].
Definition 3.1. A linearoperator B:D(B)⊂X/mapsto→X(notnecessarilydenselydefined)on
a BanachspaceXissaid to be sectorialif the followinghold: thereexist con stantsω∈R,
θ∈/parenleftbiggπ
2,π/parenrightbigg
,andM>0 suchthatρ(B)⊃Sθ,ω,
Sθ,ω:=/braceleftig
λ∈C:λ/nequalω,|arg(λ−ω)|<θ/bracerightig
,and (3.1)
/bardblR(λ,B)/bardbl≤M
|λ−ω|, λ∈Sθ,ω. (3.2)EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 5
Example 3.2. Letp≥1 and letΩ⊂Rdbe open bounded subset with C2boundary∂Ω.
LetX:=Lp(Ω)betheLebesguespaceequippedwith thenorm, /bardbl·/bardblpdefinedby,
/bardblϕ/bardblp=/parenleftig/integraldisplay
Ω|ϕ(x)|pdx/parenrightig1/p.
Definethe operator Aasfollows:
D(B)=W2,p(Ω)∩W1,p
0(Ω),B(ϕ)=∆ϕ,∀ϕ∈D(B),
where∆=d/summationdisplay
k=1∂2
∂x2
kistheLaplaceoperator. Itcanbecheckedthattheoperator Bissectorial
onLp(Ω).
It is well-known [ 47] that ifB:D(B)⊂X/mapsto→Xis a sectorial linear operator, then it
generatesananalyticsemigroup( T(t))t≥0,whichmaps(0 ,∞)intoB(X)andsuchthatthere
existM0,M1>0 with
/bardblT(t)/bardbl≤M0eωt,t>0, (3.3)
/bardblt(A−ω)T(t)/bardbl≤M1eωt,t>0. (3.4)
In this paper, we suppose that the semigroup ( T(t))t≥0is hyperbolic,that is, there exist
a projection Pand constants M,δ >0 such that T(t) commutes with P,N(P) is invariant
withrespectto T(t),T(t) :R(Q)/mapsto→R(Q)isinvertible,andthefollowinghold
(3.5) /bardblT(t)Px/bardbl≤Me−δt/bardblx/bardblfort≥0,
(3.6) /bardblT(t)Qx/bardbl≤Meδt/bardblx/bardblfort≤0,
whereQ:=I−Pand,fort≤0,T(t) :=(T(−t))−1.
Recall that the analytic semigroup( T(t))t≥0associated with Bis hyperbolicif and only
ifσ(B)∩iR=∅,see detailsin [ 26, Proposition1.15,pp.305].
Definition 3.3. Letα∈(0,1). A Banach space ( Xα,/bardbl·/bardblα) is said to be an intermediate
space between D(B) andX, or a space of class Jα, ifD(B)⊂Xα⊂Xand there is a
constantc>0suchthat
(3.7) /bardblx/bardblα≤c/bardblx/bardbl1−α/bardblx/bardblα
B,x∈D(B).
Concreteexamplesof XαincludeD((−Bα))forα∈(0,1),thedomainsofthefractional
powersof B, the real interpolationspaces DB(α,∞),α∈(0,1),defined as the space of all
x∈Xsuchthat,
[x]α=sup
0<t≤1/bardblt1−αBT(t)x/bardbl<∞
withthenorm
/bardblx/bardblα=/bardblx/bardbl+[x]α,
the abstract H¨ older spaces DB(α) :=D(B)/bardbl./bardblαas well as the complex interpolation spaces
[X,D(B)]α.
Fora hyperbolicanalyticsemigroup( T(t))t≥0, onecaneasilycheckthat similarestima-
tions as both Eq. ( 3.5) and Eq. ( 3.6) still hold with the α-norms/bardbl·/bardblα. In fact, as the part
ofAinR(Q)isbounded,it followsfromEq. ( 3.6)that
/bardblBT(t)Qx/bardbl≤C′eδt/bardblx/bardblfort≤0.
Hence,fromEq. ( 3.7)thereexistsaconstant c(α)>0suchthat
(3.8) /bardblT(t)Qx/bardblα≤c(α)eδt/bardblx/bardblfort≤0.6 TOKADIAGANA
Inadditiontothe above,thefollowingholds
/bardblT(t)Px/bardblα≤/bardblT(1)/bardblB(X,Xα)/bardblT(t−1)Px/bardbl,t≥1,
andhencefromEq. ( 3.5),oneobtains
/bardblT(t)Px/bardblα≤M′e−δt/bardblx/bardbl,t≥1,
whereM′dependson α. Fort∈(0,1],byEq. ( 3.4)andEq. ( 3.7),
/bardblT(t)Px/bardblα≤M′′t−α/bardblx/bardbl.
Hence,thereexistconstants M(α)>0andγ>0suchthat
(3.9) /bardblT(t)Px/bardblα≤M(α)t−αe−γt/bardblx/bardblfort>0.
Remark3.4.Note that if the analytic semigroup T(t) is exponential stable, that is, there
exists constants N,δ >0 such that/bardblT(t)/bardbl≤Ne−δtfort≥0, then the projection P=I
(Q=I−P(t)=0). In that case, Eq. ( 3.9) still holds and can be rewritten as follows: for
allx∈X,
(3.10) /bardblT(t)x/bardblα≤M(α)e−γ
2tt−α/bardblx/bardbl.
Formoreoninterpolationspacesandrelatedissues,werefe rthereadertothefollowing
excellentbooksAmann[ 5] andLunardi[ 47].
3.1.Pseudo-AlmostAutomorphic Functions. LetBC(R,X)stand for the Banachspace
ofallboundedcontinuousfunctions ϕ:R/mapsto→X,whichweequipwiththesup-normdefined
by/bardblϕ/bardbl∞:=supt∈R/bardblϕ(t)/bardblforallϕ∈BC(R,X). Ifβ≥0,wewillalsobeusingthefollowing
notions,
/bardblΦ/bardblEβ,∞:=sup
t∈R/bardblΦ(t)/bardblEβ
forΦ∈BC(R,Eβ), and
/bardblϕ/bardblβ,∞:=sup
t∈R/bardblϕ(t)/bardblβ
forϕ∈BC(R,D(Aβ)).
Definition 3.5. [17] A function f∈C(R,X) is said to be almost automorphicif for every
sequenceofrealnumbers( s′
n)n∈N,thereexistsasubsequence( sn)n∈Nsuchthat
g(t) :=lim
n→∞f(t+sn)
iswelldefinedforeach t∈R, and
lim
n→∞g(t−sn)=f(t)
foreacht∈R.
If the convergenceabove is uniformin t∈R, thenfis almost periodic in the classical
Bochner’s sense. Denote by AA(X) the collection of all almost automorphic functions
R/mapsto→X. Notethat AA(X)equippedwiththesup-normturnsouttobea Banachspace.
Amongotherthings,almostautomorphicfunctionssatisfy t hefollowingproperties.
Theorem3.6. [17]If f,f1,f2∈AA(X),then
(i)f1+f2∈AA(X),
(ii)λf∈AA(X)foranyscalar λ,
(iii)fα∈AA(X)where fα:R→Xisdefinedby f α(·)=f(·+α),
(iv)the rangeRf:=/braceleftbigf(t) :t∈R/bracerightbigis relatively compact in X, thus f is bounded in
norm,EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 7
(v)if fn→f uniformlyonRwhereeach f n∈AA(X),then f∈AA(X)too.
Definition3.7. LetYbeanotherBanachspace. Ajointlycontinuousfunction F:R×Y/mapsto→
Xis said to be almost automorphic in t∈Rift/mapsto→F(t,x) is almost automorphic for all
x∈K(K⊂Ybeinganyboundedsubset). Equivalently,foreverysequenc eofrealnumbers
(s′
n)n∈N,thereexistsasubsequence( sn)n∈Nsuchthat
G(t,x) :=lim
n→∞F(t+sn,x)
iswelldefinedin t∈Randforeach x∈K, and
lim
n→∞G(t−sn,x)=F(t,x)
forallt∈Randx∈K.
Thecollectionofsuchfunctionswill bedenotedby AA(R×X).
Formoreonalmostautomorphicfunctionsandtheirgenerali zations,wereferthereader
totherecentbookbyDiagana[ 17].
Define (see Diagana [ 17,19]) the space PAP0(R,X) as the collection of all functions
ϕ∈BC(R,X)satisfying,
lim
r→∞1
2r/integraldisplayr
−r/bardblϕ(s)/bardblds=0.
Similarly, PAP0(R×X) will denotethe collectionof all boundedcontinuousfunct ions
F:R×Y/mapsto→Xsuchthat
lim
T→∞1
2r/integraldisplayr
−r/bardblF(s,x)/bardblds=0
uniformlyin x∈K,whereK⊂Yis anyboundedsubset.
Definition 3.8. (Lianget al.[39] andXiao et al. [63]) A function f∈BC(R,X)is called
pseudo almost automorphic if it can be expressed as f=g+φ,whereg∈AA(X) and
φ∈PAP0(X). Thecollectionofsuchfunctionswill bedenotedby PAA(X).
The functions gandφappearing in Definition 3.8are respectively called the almost
automorphic andtheergodicperturbation componentsof f.
Definition 3.9. LetYbe another Banach space. A boundedcontinuousfunction F:R×
Y/mapsto→Xbelongs to AA(R×X) whenever it can be expressed as F=G+Φ,whereG∈
AA(R×X) andΦ∈PAP0(R×X). The collection of such functions will be denoted by
PAA(R×X).
A substantialresultisthenexttheorem,whichisduetoXiao et al. [63].
Theorem 3.10. [63]The space PAA (X)equipped with the sup norm /bardbl·/bardbl∞is a Banach
space.
Theorem3.11. [63]IfYisanotherBanachspace, f :R×Y/mapsto→Xbelongsto PAA (R×X)
andif x/mapsto→f(t,x)isuniformlycontinuousoneachboundedsubset K of Yuniformlyint∈
R,thenthefunctiondefinedbyh (t)=f(t,ϕ(t))belongsto PAA (X)providedϕ∈PAA(Y).
For more on pseudo-almost automorphic functions and their g eneralizations, we refer
thereadertothe recentbookbyDiagana[ 17].8 TOKADIAGANA
4. MainResults
Fixβ∈(0,1). Considerthe first-orderdi fferentialequations,
dϕ
dt=Aϕ+g(t),t∈R, (4.1)
and
dϕ
dt=(A+B)ϕ+f(t,ϕ),t∈R, (4.2)
whereA:D(A)⊂X/mapsto→Xis a sectorial linear operator on a Banach space X,B:
C(R,D(A))/mapsto→Xis a linear operator, and g:R/mapsto→Xandf:R×X/mapsto→Xare bounded
continuousfunctions.
To study the existence of pseudo-almost automorphic mild so lutions to Eq. ( 4.1) (and
henceEq. ( 4.2)),wewill needthefollowingassumptions,
(H.1) Thelinearoperator Aissectorial. Moreover,if T(t)denotestheanalyticsemigroup
associatedwithit, we supposethat T(t) ishyperbolic,thatis,
σ(A)∩iR=∅.
(H.2) The semigroup T(t) is not onlycompactfor t>0 but also is exponentiallystable,
i.e.,thereexistsconstants N,δ>0suchthat
/bardblT(t)/bardbl≤Ne−δt
fort≥0.
(H.3) The linear operator B:BC(R,Xβ)/mapsto→X, whereXβ:=D((−A)β), is bounded .
Moreover,thefollowingholds,
C0:=/bardblB/bardblB(BC(R,Xβ),X)≤1
2d(β),
whered(β) :=M(β)(2δ−1)1−βΓ(1−β).
(H.4) The function f:R×Xβ/mapsto→Xis pseudo-almost automorphic in the first vari-
able uniformly in the second one. For each bounded subset K⊂Xβ,f(R,K)
is bounded. Moreover, the function u/mapsto→f(t,u) is uniformly continuous on any
boundedsubset KofXβforeacht∈R. Finally,wesupposethatthereexists L>0
suchthat
sup
t∈R,/bardblϕ/bardblβ≤L/vextenddouble/vextenddouble/vextenddouble/vextenddoublef(t,ϕ)/vextenddouble/vextenddouble/vextenddouble/vextenddouble≤L
2d(β).
(H.5) If( un)n∈N⊂PAA(Xβ)isuniformlyboundedanduniformlyconvergentuponevery
compactsubsetofR, thenf(·,un(·))isrelativelycompactin BC(R,X).
Remark4.1.Notethatif(H.3)holds,thenitcanbeeasilyshownthatthel inearoperator B
mapsPAA(Xβ) intoPAA(X).
Definition 4.2. Under assumption(H.1), a continuousfunction ϕ:R/mapsto→Xis said to be a
mildsolutiontoEq. ( 4.1)providedthat
ϕ(t)=T(t−s)ϕ(s)+/integraldisplayt
sT(t−τ)g(τ)dτ,∀(t,s)∈T. (4.3)
Lemma 4.3. [17]Suppose assumptions (H.1)–(H.2) hold. If g :R/mapsto→Xis a bounded
continuousfunction,then ϕgivenby
ϕ(t) :=/integraldisplayt
−∞T(t−s)g(s)ds (4.4)EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 9
forall t∈R, istheuniqueboundedmildsolutionto Eq. ( 4.1).
Definition 4.4. Under assumptions (H.1), (H.2), and (H.3) and if f:R×Xβ/mapsto→Xis a
boundedcontinuousfunction,thena continuousfunction ϕ:R/mapsto→Xβsatisfying
ϕ(t)=T(t−s)ϕ(s)+/integraldisplayt
sT(t−s)/bracketleftig
Bϕ(s)+f(s,ϕ(s))/bracketrightig
ds,∀(t,s)∈T (4.5)
iscalledamildsolutiontoEq. ( 4.2).
Underassumptions(H.1),(H.2),and(H.3)andif f:R×Xβ/mapsto→Xis aboundedcontin-
uousfunction,it canbeshownthatthefunction ϕ:R/mapsto→Xβdefinedby
ϕ(t)=/integraldisplayt
−∞T(t−s)/bracketleftig
Bϕ(s)+f(s,ϕ(s))/bracketrightig
ds (4.6)
forallt∈R, isa mildsolutiontoEq. ( 4.2).
Definethe followingintegraloperator,
(Sϕ)(t)=/integraldisplayt
−∞T(t−s)/bracketleftig
Bϕ(s)+f(s,ϕ(s))/bracketrightig
ds.
We have
Lemma 4.5. Under assumptions (H.1)–(H.2)–(H.3) and if f:R×Xβ/mapsto→Xis a bounded
continuous function, then the mapping S :BC(R,Xβ)/mapsto→BC(R,Xβ)is well-defined and
continuous.
Proof.We first show that Sis well-defined and that S(BC(R,Xβ))⊂BC(R,Xβ). Indeed,
lettingu∈BC(R,Xβ),g(t) :=f(t,u(t)),andusingEq. ( 3.10),weobtain
/vextenddouble/vextenddouble/vextenddoubleSu(t)/vextenddouble/vextenddouble/vextenddoubleβ≤/integraldisplayt
−∞/vextenddouble/vextenddouble/vextenddoubleT(t−s)[Bu(s)+g(s)]/vextenddouble/vextenddouble/vextenddoubleβds
≤/integraldisplayt
−∞M(β)e−δ
2(t−s)(t−s)1−β/bracketleftig
/bardblBu(s)/bardbl+/bardblg(s)/bardbl/bracketrightig
ds
≤/integraldisplayt
−∞M(β)e−δ
2(t−s)(t−s)1−β/bracketleftig
C0/bardblu(s)/bardblβ+/bardblg(s)/bardbl/bracketrightig
ds
≤d(β)/parenleftig
C0/bardblu/bardblβ,∞+/bardblg/bardbl∞/parenrightig
,
forallt∈R, whered:=M(β)(2δ−1)1−βΓ(1−β),andhence Su:R/mapsto→Xβisbounded.
To completetheproofit remainstoshowthat Siscontinuous. Forthat,set
F(s,u(s)) :=Bu(s)+g(s)=Bu(s)+f(s,u(s)),∀s∈R.
Consider an arbitrary sequence of functions un∈BC(R,Xβ) that convergesuniformly
tosomeu∈BC(R,Xβ),that is,/vextenddouble/vextenddouble/vextenddoubleun−u/vextenddouble/vextenddouble/vextenddoubleβ,∞→0 asn→∞.10 TOKADIAGANA
Now
/vextenddouble/vextenddouble/vextenddoubleSu(t)−Sun(t)/vextenddouble/vextenddouble/vextenddoubleβ=/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞T(t−s)[F(s,un(s))−F(s,u(s))]ds/vextenddouble/vextenddouble/vextenddoubleβ
≤M(β)/integraldisplayt
−∞(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoubleF(s,un(s))−F(s,u(s))/vextenddouble/vextenddouble/vextenddoubleds.
≤M(β)/integraldisplayt
−∞(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoublef(s,un(s))−f(s,u(s))/vextenddouble/vextenddouble/vextenddoubleds
+M(β)/integraldisplayt
−∞(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoubleB(un(s)−u(s))/vextenddouble/vextenddouble/vextenddoubleds
≤M(β)/integraldisplayt
−∞(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoublef(s,un(s))−f(s,u(s))/vextenddouble/vextenddouble/vextenddoubleds
+d(β)C0/bardblun−u/bardblβ,∞.
Using the continuity of the function f:R×Xβ/mapsto→Xand the Lebesgue Dominated
ConvergenceTheoremweconcludethat
/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞T(t−s)P(s)[f(s,un(s))−f(s,u(s))]ds/vextenddouble/vextenddouble/vextenddouble→0 asn→∞.
Therefore,/vextenddouble/vextenddouble/vextenddoubleSun−Su/vextenddouble/vextenddouble/vextenddoubleβ,∞→0asn→∞. Theproofis complete.
/square
Lemma4.6. Underassumptions (H.1)—(H.4) ,thenS(PAA(Xβ)⊂PAA(Xβ).
Proof.Letu∈PAA(Xβ) and define h(s) :=f(s,u(s))+Bu(s) for alls∈R. Using (H.4)
andTheorem 3.11itfollowsthatthefunction s/mapsto→f(s,u(s))belongsto PAA(X). Similarly,
using Remark 4.1it follows that the function s/mapsto→Bu(s) belongs to PAA(X). In view of
theabove,thefunction s/mapsto→h(s)belongsto PAA(X).
Nowwrite h=h1+h2∈PAA(X)whereh1∈AA(X)andh2∈PAP0(X)andset
Rhj(t) :=/integraldisplayt
−∞T(t−s)hj(s)dsforallt∈R,j=1,2.
Our first task consists of showing that R/parenleftbigAA(X)/parenrightbig⊂AA(Xβ). Indeed,using the fact that
h1∈AA(X), for everysequence of real numbers( τ′
n)n∈Nthere exist a subsequence( τn)n∈N
anda function f1suchthat
f1(t) :=lim
n→∞h1(t+τn)
iswelldefinedforeach t∈R, and
lim
n→∞f1(t−τn)=h1(t)
foreacht∈R.
Now
(Rh1)(t+τn)−(Rf1)(t)=/integraldisplayt+τn
−∞T(t+τn−s)h1(s)ds−/integraldisplayt
−∞T(t−s)f1(s)ds
=/integraldisplayt
−∞T(t−s)h1(s+τn)ds−/integraldisplayt
−∞T(t−s)f1(s)ds.
=/integraldisplayt
−∞T(t−s)/parenleftig
h1(s+τn)−f1(s)/parenrightig
ds.EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 11
From Eq. ( 3.10)andthe LebesgueDominatedConvergenceTheorem,it easily follows
that
/vextenddouble/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞T(t−s)/parenleftig
h1(s+τn)−f1(s)/parenrightig
ds/vextenddouble/vextenddouble/vextenddouble/vextenddoubleβ≤/integraldisplayt
−∞/vextenddouble/vextenddouble/vextenddouble/vextenddoubleT(t−s)/parenleftig
h1(s+τn)−f1(s)/parenrightig/vextenddouble/vextenddouble/vextenddouble/vextenddoubleβds
≤M(β)/integraldisplayt
−∞(t−s)−βe−δ
2(t−s)/bardblh1(s+τn)−f1(s)/bardblds
→0 asn→∞,
andhence
(Rf1)(t)=lim
n→∞(Rh1)(t+τn)
forallt∈R.
Usingsimilar argumentsasaboveoneobtainsthat
(Rh1)(t)=lim
n→∞(Rf1)(t−τn)
forallt∈R, whichyields, t/mapsto→(Sh1)(t) belongsto AA(Xβ).
The next step consists of showing that R/parenleftbigPAP0(X)/parenrightbig⊂PAP0(Xβ). Obviously, Rh2∈
BC(R,Xβ) (see Lemma 4.5). Using the fact that h2∈PAP0(X) and Eq. ( 3.10) it can be
easilyshownthat( Rh2)∈PAP0(Xβ). Indeed,for r>0,
1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞T(t−s)h2(s)ds/vextenddouble/vextenddouble/vextenddouble/vextenddoubleβdt≤M(β)
2r/integraldisplayr
−r/integraldisplay∞
0eδ
2ss−β/vextenddouble/vextenddouble/vextenddouble/vextenddoubleh2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubledsdt
≤M(β)/integraldisplay∞
0eδ
2ss−β/parenleftigg1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddoubleh2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubledt/parenrightigg
ds.
Usingthe factthat PAP0(X)istranslation-invariantit followsthat
lim
r→∞1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddoubleh2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubledt=0,
ast/mapsto→h2(t−s)∈PAP0(X)forevery s∈R.
One completes the proof by using the Lebesgue Dominated Conv ergenceTheorem. In
summary,( Rh2)∈PAP0(Xβ),whichcompletestheproof.
/square
Theorem 4.7. Suppose assumptions (H.1)—(H.5) hold, then Eq. ( 4.2) has at least one
pseudo-almostautomorphicmildsolution
Proof.LetBβ={u∈PAA(Xβ) :/bardblu/bardblβ≤L}. Using the proofof Lemma 4.5it followsthat
Bβisa convexandclosedset. NowusingLemma 4.6it followsthat S(Bβ)⊂PAA(Xβ).
Nowforall u∈Bβ,
/vextenddouble/vextenddouble/vextenddoubleSu(t)/vextenddouble/vextenddouble/vextenddoubleβ≤/integraldisplayt
−∞/vextenddouble/vextenddouble/vextenddoubleT(t−s)[Bu(s)+g(s)]/vextenddouble/vextenddouble/vextenddoubleβds
≤/integraldisplayt
−∞M(β)e−δ
2(t−s)(t−s)−β/bracketleftig
/bardblBu(s)/bardbl+/bardblf(s,u(s))/bardbl/bracketrightig
ds
≤/integraldisplayt
−∞M(β)e−δ
2(t−s)(t−s)−β/bracketleftig
C0/bardblu(s)/bardblβ+/bardblf(s,u(s))/bardbl/bracketrightig
ds
≤d(β)/parenleftigL
2d(β)+L
2d(β)/parenrightig
=L
forallt∈R, andhence Su∈Bβ.12 TOKADIAGANA
To completetheproof,we haveto provethefollowing:
a) ThatV={Su(t) :u∈Bβ}isa relativelycompactsubsetof Xβforeacht∈R;
b) ThatW={Su:u∈Bβ}⊂BC(R,Xβ)isequi-continuous.
To showa),fix t∈Randconsideranarbitrary ε>0.
Now
(Sεu)(t) :=/integraldisplayt−ε
−∞T(t−s)F(s,u(s))ds,u∈Bβ
=T(ε)/integraldisplayt−ε
−∞T(t−ε−s)F(s,u(s))ds,u∈Bβ
=T(ε)(Su)(t−ε),u∈Bβ
andhence Vε:={Sεu(t) :u∈Bβ}is relativelycompactin Xβas the evolutionfamily T(ε)
iscompactbyassumption.
Now
/vextenddouble/vextenddouble/vextenddoubleSu(t)−T(ε)/integraldisplayt−ε
−∞T(t−ε−s)F(s,u(s))ds/vextenddouble/vextenddouble/vextenddoubleβ
≤/integraldisplayt
t−ε/bardblT(t−s)F(s,u(s))/bardblβds
≤M(β)/integraldisplayt
t−εe−δ
2(t−s)(t−s)−β/bardblF(s,u(s))/bardblds
≤M(β)/integraldisplayt
t−ε(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoubleg(s)/vextenddouble/vextenddouble/vextenddoubleds+M(β)/integraldisplayt
t−ε(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoubleBu(s)/vextenddouble/vextenddouble/vextenddoubleds
≤M(β)/integraldisplayt
t−ε(t−s)−βe−δ
2(t−s)/vextenddouble/vextenddouble/vextenddoublef(s,u(s))/vextenddouble/vextenddouble/vextenddoubleds+M(β)C0/bardblu/bardblβ,∞/integraldisplayt
t−ε(t−s)−βe−δ
2(t−s)ds
≤M(β)L/parenleftig
d−1(β)+C0/parenrightig/integraldisplayt
t−ε(t−s)−αds
=M(β)L/parenleftig
d−1(β)+C0/parenrightig
ε1−β(1−β)−1,
andhencetheset V:={Su(t) :u∈Bβ}⊂Xβisrelativelycompact.
Theproofforb)followsalongthesamelinesasinLi etal.[38,Theorem31]andhence
isomitted.
The rest of the proof slightly follows along the same lines as in Diagana [ 18]. In-
deed, since Bβis a closed convex subset of PAA(Xβ) and that S(Bβ)⊂Bβ, it follows that
coS(Bβ)⊂Bβ.Consequently,
S(coS(Bβ))⊂S(Bβ)⊂coS(Bβ).
Further, it is not hard to see that {u(t) :u∈coS(Bβ)}is relatively compact in Xβfor
each fixed t∈Rand that functions in coS(Bβ) are equi-continuouson R. Using Arzel` a-
Ascoli theorem,we deducethat the restrictionof coS(Bβ) to anycompactsubset IofRis
relativelycompactin C(I,Xβ).
In summary, S:coS(Bβ)/mapsto→coS(Bβ) is continuousand compact. Using the Schauder
fixed point it follows that Shas a fixed-point, which obviously is a pseudo-almost auto-
morphicmildsolutionto Eq. ( 4.2).
/squareEXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 13
Fixα∈[1
2,1). In orderto study Eq. ( 1.6),we letβ=1
2andsuppose that the following
additionalassumptionholds:
(H.6) Thereexistsa function ρ∈L1(R,(0,∞))with/bardblρ/bardblL1(R,(0,∞))≤1
2d(1
2)suchthat
/vextenddouble/vextenddouble/vextenddouble/vextenddoubleC(t)ϕ/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE≤ρ(t)/vextenddouble/vextenddouble/vextenddoubleϕ/vextenddouble/vextenddouble/vextenddoubleE1
2
forallϕ∈E1
2andt∈R.
Corollary 4.8. Under assumptions (H.1)–(H.2)–(H.4)–(H.5)–(H.6) , then Eq. ( 1.6) (and
henceEq. ( 1.5)andEq. ( 1.2))hasatleast onepseudo-almostautomorphicmildsolution .
Proof.It suffices to show thatAandBsatisfy similar assumptions as (H.1)–(H.2)–(H.3)
andthatFsatisfies similarassumptionsas(H.4)–(H.5).
Step 1. Assumption (H.6) yields Bsatisfies similar assumption as (H.3), where Bis
definedby
Bϕ(t) :=/integraldisplayt
−∞C(t−s)ϕ(s)ds.
Indeed, since the function ρis integrable, it is clear that the operator Bbelong to
B(BC(R,E1
2),E) with/bardblB/bardblB(BC(R,E1
2),E)≤/bardblρ/bardblL1(R,(0,∞)). In fact, we take C0=/bardblρ/bardblL1(R,(0,∞)).
The fact the function t/mapsto→Bϕ(t) is pseudo-almost automorphic for any ϕ∈PAA(E1
2) is
guaranteedbyRemark 4.1. However,forthesakeofclarity,wewillshowit. Indeed,wr ite
ϕ=ϕ1+ϕ2, whereϕ1∈AA(E1
2) andϕ2∈PAP0(E1
2). Using the fact that the function
t/mapsto→ϕ1(t) belongs to AA(E1
2), for every sequence of real numbers ( τ′
n)n∈Nthere exist a
subsequence( τn)n∈Nandafunction ψ1suchthat
ψ1(t) :=lim
n→∞ϕ1(t+τn)
iswelldefinedforeach t∈R, and
lim
n→∞ψ1(t−τn)=ϕ1(t)
foreacht∈R.
Now
Bϕ1(t+τn)−Bψ1(t)=/integraldisplayt+τn
−∞C(t+τn−s)ϕ1(s)ds−/integraldisplayt
−∞C(t−s)ψ1(s)ds
=/integraldisplayt
−∞C(t−s)ϕ1(s+τn)ds−/integraldisplayt
−∞C(t−s)ψ1(s)ds
=/integraldisplayt
−∞C(t−s)/parenleftig
ϕ1(s+τn)−ψ1(s)/parenrightig
ds
andhence
/vextenddouble/vextenddouble/vextenddouble/vextenddoubleBϕ1(t+τn)−Bψ1(t)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE≤/vextenddouble/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞C(t−s)/parenleftig
ϕ1(s+τn)−ψ1(s)/parenrightig
ds/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE
≤/integraldisplayt
−∞/vextenddouble/vextenddouble/vextenddouble/vextenddoubleC(t−s)/parenleftig
ϕ1(s+τn)−ψ1(s)/parenrightig/vextenddouble/vextenddouble/vextenddouble/vextenddoubleEds
≤/integraldisplayt
−∞ρ(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleϕ1(s+τn)−ψ1(s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE1
2ds14 TOKADIAGANA
whichbyLebesgueDominatedConvergenceTheoremyields
lim
n→∞/vextenddouble/vextenddouble/vextenddouble/vextenddoubleBϕ1(t+τn)−Bψ1(t)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE=0.
Usingsimilar arguments,weobtain
lim
n→∞/vextenddouble/vextenddouble/vextenddouble/vextenddoubleBψ1(t−τn)−Bφ1(t)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE=0.
Forr>0,
1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞C(t−s)ϕ2(s)ds/vextenddouble/vextenddouble/vextenddouble/vextenddoubleEdt≤1
2r/integraldisplayr
−r/integraldisplay∞
0ρ(s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleϕ2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE1
2dsdt
≤/integraldisplay∞
0ρ(s)1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddoubleϕ2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE1
2dtds.
Now
lim
r→∞1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddoubleϕ2(t−s)/vextenddouble/vextenddouble/vextenddouble/vextenddoubleE1
2dt=0,
ast/mapsto→ϕ2(t−s)∈PAP0(E1
2) forevery s∈R.
Therefore,
lim
r→∞1
2r/integraldisplayr
−r/vextenddouble/vextenddouble/vextenddouble/vextenddouble/integraldisplayt
−∞C(t−s)ϕ2(s)ds/vextenddouble/vextenddouble/vextenddouble/vextenddoubleEdt=0
byusingtheLebesgueDominatedConvergenceTheorem.
Step 2. Clearly, the operator Asatisfies similar assumptions as (H.1)–(H.2) in the space
E1
2. Indeed,forall ϕ∈D(A),we have
Aϕ=∞/summationdisplay
n=1AnPnϕ,
where
Pn:=En0
0EnandAn:=0 1
−λn−λα
n,n≥1.
Thecharacteristicequationfor Anisgivenby
ρ2+2γλα
nρ+λn=0,
fromwhichwe obtainitseigenvaluesgivenby
ρn
1=λα
n/parenleftig
−γ+/radicalig
γ2−λ1−2αn/parenrightig
andλn
2=λα
n/parenleftig
−γ−/radicalig
γ2−λ1−2αn/parenrightig
,
andhenceσ(An)=/braceleftig
ρn
1,ρn
2/bracerightig
.
UsingEq. ( 1.4)it followsthatthereexists ω>0 suchthatρ(A)containsthehalfplane
Sω:=/braceleftig
λ∈C:ℜeλ≥ω/bracerightig
.
Nowsinceρn
1andρn
2aredistinctandthateachofthemisofmultiplicityone,the nAnis
diagonalizable. Further,it isnot di fficultto see thatAn=K−1
nJnKn, whereJn,KnandK−1
n
arerespectivelygivenby
Jn=ρn
10
0ρn
2,Kn=1 1
ρn
1ρn
2,
andEXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 15
K−1
n=1
ρn
1−ρn
2−ρn
21
ρn
1−1.
Forλ∈Sωandϕ∈E1
2,onehas
R(λ,A)ϕ=∞/summationdisplay
n=1(λ−An)−1Pnϕ
=∞/summationdisplay
n=1Kn(λ−Jn)−1K−1
nPnϕ.
Hence,
/vextenddouble/vextenddouble/vextenddouble/vextenddoubleR(λ,A)ϕ/vextenddouble/vextenddouble/vextenddouble/vextenddouble2
E1
2≤∞/summationdisplay
n=1/vextenddouble/vextenddouble/vextenddouble/vextenddoubleKn(λ−Jn)−1K−1
n/vextenddouble/vextenddouble/vextenddouble/vextenddouble2/vextenddouble/vextenddouble/vextenddouble/vextenddoublePnϕ/vextenddouble/vextenddouble/vextenddouble/vextenddouble2
E1
2
≤∞/summationdisplay
n=1/vextenddouble/vextenddouble/vextenddouble/vextenddoubleKn/vextenddouble/vextenddouble/vextenddouble/vextenddouble2/vextenddouble/vextenddouble/vextenddouble/vextenddouble(λ−Jn)−1/vextenddouble/vextenddouble/vextenddouble/vextenddouble2/vextenddouble/vextenddouble/vextenddouble/vextenddoubleK−1
n/vextenddouble/vextenddouble/vextenddouble/vextenddouble2/vextenddouble/vextenddouble/vextenddouble/vextenddoublePnϕ/vextenddouble/vextenddouble/vextenddouble/vextenddouble2
E1
2.
It iseasytosee that thereexist twoconstants C1,C2>0suchthat
/bardblKn/bardbl≤C1|ρn
1(t)|,/bardblK−1
n/bardbl≤C2
|ρn
1|foralln≥1.
Now
/bardbl(λ−Jn)−1/bardbl2=/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble1
λ−ρn
10
01
λ−ρn
2/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble2
≤1
|λ−ρn
1|2+1
|λ−ρn
2|2.
Definethefunction
Θ(λ) :=|λ|
|λ−ρn
1(t)|.
It isclearthatΘiscontinuousandboundedon Sω. Ifwe take
C3=sup/braceleftigg|λ|
|λ−λn
k|:λ∈Sω,n≥1;k=1,2/bracerightigg
it followsthat
/bardbl(λ−Jn)−1/bardbl≤C3
|λ|, λ∈Sω.
Therefore,onecanfinda constant K≥1such
/bardblR(λ,A)/bardblB(E1
2)≤K
|λ|, λ∈Sω,
andhencetheoperator AissectorialonE1
2.
SinceAissectorialinE1
2,thenitgeneratesananalyticsemigroup( T(τ))τ≥0:=(eτA)τ≥0
onE1
2givenby
eτAϕ=∞/summationdisplay
n=0K−1
nPneτJnPnKnPnϕ.16 TOKADIAGANA
First of all, notethat the semigroup( T(τ))τ≥0ishyperbolicas σ(A)∩iR=∅. Inorder
words,Asatisfies anassumptionsimilarto (H.1).
Secondly,usingthe factthat Aisan operatorof compactresolventit followsthat T(τ)
iscompactfor τ>0. Ontheotherhand,we have
/bardbleτAϕ/bardblE1
2=∞/summationdisplay
n=0/bardblK−1
nPn/bardbl/bardbleτJnPn/bardbl/bardblKnPn/bardbl/bardblPnϕ/bardblE1
2,
withforeach ϕ=/parenleftiggϕ1
ϕ2/parenrightigg
∈E1
2,
/bardbleτJnPnϕ/bardbl2
E1
2=/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddoubleeρn
1τEn0
0eρn
2τEnϕ1
ϕ2/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble2
E1
2
≤ /bardbleρn
1τEnϕ1/bardbl2
1
2+/bardbleρn
2τEnϕ2/bardbl2
≤eℜe(ρn
1)τ/bardblϕ/bardbl2
E1
2.
UsingEq. ( 1.4)it followsthereexists N′≥1suchthat
/bardblT(τ)/bardblB(E1
2)≤N′e−δ0τ, τ≥0,
and henceT(τ) is exponentiallystable, that is, Asatisfies an assumption similar to (H.2)
inE1
2.
Step 3. Thefactthat Fsatisfiessimilar assumptionsas(H.4)and(H.5)isclear.
/square
5. Example
Inthissection,wetake α=β=1
2. LetΩ⊂RNbeanopenboundedsetwithsu fficiently
smooth boundary ∂Ωand letH=L2(Ω) be the Hilbert space of all measurable functions
ϕ:Ω/mapsto→Csuchthat
/bardblϕ/bardblL2(Ω)=/parenleftigg/integraldisplay
Ω|ϕ(x)|2dx/parenrightigg1/2
<∞.
Here, we studytheexistenceof pseudo-almostautomorphics olutionsϕ(t,x) to a struc-
turally damped plate-like system given by (see also Chen and Triggiani [ 13], Schnaubelt
andVeraar[ 58],Triggiani[ 59]),
∂2ϕ
∂t2(t,x)−2γ∆∂ϕ
∂t(t,x)+∆2ϕ(t,x)=/integraldisplayt
−∞b(t−s)ϕ(s,x)ds+f(t,ϕ(t,x)) (5.1)
+ηϕ(t,x),(t,x)∈R×Ω
∆ϕ(t,x)=ϕ(t,x)=0,(t,x)∈R×∂Ω, (5.2)
whereγ,η >0 are constants, b:R/mapsto→[0,∞) is a measurable function, the function
f:R×L2(Ω)/mapsto→L2(Ω) is pseudo-almost automorphic in t∈Runiformly in the second
variable,and∆standsfortheusualLaplaceoperatorin thespacevariable x.
Setting
Aϕ=∆2ϕforallϕ∈D(A)=D(∆2)=/braceleftig
ϕ∈H4(Ω) :∆ϕ=ϕ=0 on∂Ω/bracerightig
,
Bϕ=A1
2ϕ=−∆ϕ,∀ϕ∈D(B)=H1
0(Ω)∩H2(Ω),EXISTENCE OF PSEUDO-ALMOST AUTOMORPHIC SOLUTIONS 17
C(t)ϕ=b(t)ϕforallϕ∈D(C(t))=D(∆),
andf:R×/parenleftig
H1
0(Ω)∩H2(Ω)/parenrightig
/mapsto→L2(Ω), one can easily see that Eq. ( 1.2) is exactly the
structurallydampedplate-likesystemformulatedinEqs. ( 5.1)-(5.2).
HereE1
2=D(A1
2)×L2(Ω)=/parenleftig
H1
0(Ω)∩H2(Ω)/parenrightig
×L2(Ω)anditisequippedwiththeinner
productdefinedby
/parenleftigg/parenleftiggϕ1
ϕ2/parenrightigg
,ψ1
ψ2/parenrightigg
E1
2:=/integraldisplay
Ω∆ϕ1∆ψ1dx+/integraldisplay
Ωϕ2ψ2dx
forallϕ1,ψ1∈H1
0(Ω)∩H2(Ω)andϕ2,ψ2∈L2(Ω).
Similarly, D(A1
2)=H1
0(Ω)∩H2(Ω)isequippedwith thenormdefinedby
/bardblϕ/bardbl1
2=/bardblA1
2ϕ/bardblL2(Ω):=/parenleftig/integraldisplay
Ω|∆ϕ|2dx/parenrightig1
2
forallϕ∈H1
0(Ω)∩H2(Ω).
Clearly,−Aη=−(∆2+ηI) is a sectorial operator on L2(Ω) and let ( T(t))t≥0be the
analyticsemigroupassociatedwithit. It iswell-knowntha tthesemigroup T(t) isnotonly
compactfor t>0butalso isexponentiallystable as
/bardblT(t)/bardbl≤e−ηt
forallt≥0.
UsingthefacttheLaplaceoperator ∆withdomain D(∆)=H2(Ω)∩H1
0(Ω)isinvertible
inL2(Ω)it followsthat
/bardblϕ/bardblL2(Ω)=/bardbl∆−1∆ϕ/bardblL2(Ω)
≤ /bardbl∆−1/bardblB(L2(Ω))./bardbl∆ϕ/bardblL2(Ω)
=/bardbl∆−1/bardblB(L2(Ω))./bardblA1
2ϕ/bardblL2(Ω)
=/bardbl∆−1/bardblB(L2(Ω))./bardblϕ/bardbl1
2
forallϕ∈H2(Ω)∩H1
0(Ω).
Ifb∈L1(R,(0,∞)),thenusingthe previousinequalityit followsthat
/bardblC(t)Φ/bardblE=b(t)/bardblϕ/bardblL2(Ω)
≤b(t)/bardbl∆−1/bardblB(L2(Ω))./bardblϕ/bardbl1
2
≤b(t)/bardbl∆−1/bardblB(L2(Ω))./bardblΦ/bardblE1
2
forallΦ=/parenleftiggϕ
ψ/parenrightigg
∈E1
2andt∈R.
Thissettingrequiresthefollowingassumptions,
(H.7) Eq. ( 1.4)holds.
(H.8) Thefunction b:R/mapsto→[0,∞)belongsto L1(R,(0,∞))with
/integraldisplay∞
−∞b(s)ds≤1
2/bardbl∆−1/bardblB(L2(Ω))d(1
2),
whered(1
2) :=M(1
2)/radicalbigg2π
η.18 TOKADIAGANA
In view of the above, it is clear that assumptions (H.1)-(H.2 )-(H.3)-(H.6)are fulfilled.
Therefore,usingCorollary 4.8,we obtainthefollowingtheorem.
Theorem 5.1. Under assumptions (H.4)–(H.5)–(H.7)–(H.8) , then the system Eqs. ( 5.1)-
(5.2)hasatleastonepseudo-almostautomorphicmild solution.
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Departmentof Mathematics ,HowardUniversity,2441 6thStreetN.W.,Washington ,D.C.20059, USA
E-mail address :tdiagana@howard.edu |
2103.00461v1.Stability_for_an_inverse_source_problem_of_the_damped_biharmonic_plate_equation.pdf | arXiv:2103.00461v1 [math.AP] 28 Feb 2021STABILITY FOR AN INVERSE SOURCE PROBLEM OF THE DAMPED
BIHARMONIC PLATE EQUATION
PEIJUN LI, XIAOHUA YAO, AND YUE ZHAO
Abstract. This paper is concerned with the stability of the inverse sou rce problem for the damped
biharmonic plate equation in three dimensions. The stabili ty estimate consists of the Lipschitz type
data discrepancy and the high frequency tail of the source fu nction, where the latter decreases as
the upper bound of the frequency increases. The stability al so shows exponential dependence on the
constant damping coefficient. The analysis employs Carleman estimates and time decay estimates
for the damped plate wave equation to obtain an exact observa bility bound and depends on the
study of the resonance-free region and an upper bound of the r esolvent of the biharmonic operator
with respect to the complex wavenumber.
1.Introduction
Consider the damped biharmonic plate equation in three dime nsions
∆2upx,kq ´k2upx,kq ´ikσupx,kq “fpxq, x PR3, (1.1)
whereką0 is the wavenumber, σą0 is the damping coefficient, and fPL2pR3qis a assumed to be
a real-valued function with a compact support contained in BR“ txPR3:|x| ăRu, whereRą0 is
a constant. Let BBRbe the boundary of BR. Since the problem is formulated in the open domain,
the Sommerfeld radiation condition is imposed usually on uand ∆uto ensure the well-posedness of
the problem [17]. This paper is concerned with the inverse so urce problem of determining ffrom
the boundary measurements
upx,kq,∇upx,kq,∆upx,kq,∇∆upx,kq, x P BBR
corresponding to the wavenumber kgiven in a finite interval.
In general, there is no uniqueness for the inverse source pro blems of the wave equations at a fixed
frequency [2,12]. Computationally, a more serious issue is the lack of stability, i.e., a small variation
of the data might lead to a huge error in the reconstruction. H ence it is crucial to examine the
stability of the inverse source problems. In [2], the author s initialized the study of the inverse source
problem for the Helmholtz equation by using multi-frequenc y data. Since then, it has become an
active research topic on the inverse source problems via mul tiple frequency data in order to over-
come the non-uniqueness issue and enhance the stability. Th e increasing stability was investigated
for the inverse source problems of various wave equations wh ich include the acoustic, elastic, and
electromagnetic wave equations [3–6,13,14] and the Helmho ltz equation with attenuation [8]. On
the other hand, it has generated sustained interest in the ma thematics community on the boundary
value problems for higher-order elliptic operators [7]. Th e biharmonic operator, which can be en-
countered in models originating from elasticity for exampl e, appears as a natural candidate for such
a study [15,16]. Compared with the equations involving the s econd order differential operators, the
model equations with the biharmonic operators are much less studied in the community of inverse
problems. We refer to [1,9–11,17] and the references cited t herein on the recovery of the lower-order
coefficients by using either the far-field pattern or the Diric hlet-to-Neumann map on the boundary.
2000Mathematics Subject Classification. 35R30, 31B30.
Key words and phrases. inverse source problem, the biharmonic operator, the dampe d biharmonic plate equation,
stability.
12 P. LI, X. YAO, AND Y. ZHAO
In a recent paper [12], the authors demonstrated the increas ing stability for the inverse source prob-
lem of the biharmonic operator with a zeroth order perturbat ion by using multi-frequency near-field
data. The main ingredient of the analysis relies on the study of an eigenvalue problem for the bi-
harmonic operator with the hinged boundary conditions. But the method is not applicable directly
to handle the biharmonic operator with a damping coefficient.
Motivated by [4,8], we use the Fourier transform in time to re duce the inverse source problem
into the identification of the initial data for the initial va lue problem of the damped biharmonic
plate wave equation by lateral Cauchy data. The Carleman est imate is utilized to obtain an exact
observability bound for the source function in the framewor k of the initial value problem for the
corresponding wave equation, which connects the scatterin g data and the unknown source function
by taking the inverse Fourier transform. An appropriate rat e of time decay for the damped plate
wave equation is proved in order to justify the Fourier trans form. Then applying the results in [12]
on the resolvent of the biharmonic operator, we obtain a reso nance-free region of the data with
respect to the complex wavenumber and the bound of the analyt ic continuation of the data from the
given data to the higher wavenumber data. By studying the dep endence of analytic continuation
and of the exact observability bound for the damped plate wav e equation on the damping coefficient,
we show the exponential dependence of increasing stability on the damping constant. The stability
estimate consists of the Lipschitz type of data discrepancy and the high wavenumber tail of the
source function. The latter decreases as the wavenumber of t he data increases, which implies that
the inverse problem is more stable when the higher wavenumbe r data is used. But the stability
deteriorates as the damping constant becomes larger. It sho uld be pointed out that due to the
existence of the damping coefficient, we can not obtain a secto rial resonance-free region for the data
as that in [4,13]. Instead, we choose a rectangular resonanc e-free region as that in [14], which leads
to a double logarithmic type of the high wavenumber tail for t he estimate.
This paper is organized as follows. In section 2, the direct s ource problem is discussed; the
resolvent is introduced for the elliptic operator, and its r esonance-free region and upper bound are
obtained. Section 3 is devoted to the stability analysis of t he inverse source problem by using multi-
frequency data. In appendix A, we usethe Carleman estimate t o derive an exact observability bound
with exponential dependence on the damping coefficient. In ap pendix B, we prove an appropriate
rate of time decay for the damped plate wave equation to justi fy the Fourier transform.
2.The direct source problem
In this section, we discuss the solution of the direct source problem and study the resolvent of the
biharmonic operator with a damping coefficient.
Theorem 2.1. LetfPL2pR3qwith a compact support. Then there exists a unique solution uof
Schwartz distribution to (1.1)for every ką0. Moreover, the solution satisfies
|upx,kq| ďCpk,fqe´cpk,σq|x|
as|x| Ñ 8,whereCpk,fqandcpk,σqare positive constants depending on k,fandk,σ, respectively.
Proof.Taking the Fourier transform of upx,kqformally with respect to the spatial variable x, we
define
u˚px,kq “ż
R3eix¨ξ1
|ξ|4´k2´ikσˆfpξqdξ, x PR3,
where
ˆfpξq “1
p2πq3ż
R3fpxqe´ix¨ξdx.
It follows from the Plancherel theorem that for each ką0 we have that u˚p¨,kq PH4pR3qand
satisfies the equation (1.1) in the sense of Schwartz distrib ution.AN INVERSE SOURCE PROBLEM 3
Denote
Gpx,kq “ż
R3eix¨ξ1
|ξ|4´k2´ikσdξ.
By a direct calculation we can write u˚px,kqas
u˚px,kq “ pG˚fqpxq “1
2κ2ż
R3´eiκ|x´y|
4π|x´y|´e´κ|x´y|
4π|x´y|¯
fpyqdy, (2.1)
whereκ“ pk2`ikσq1
4such that ℜκą0 andℑκą0. Since fhas a compact support, we obtain
from (2.1) that the solution u˚px,kqsatisfies the estimate
|u˚px,kq| ďCpk,fqe´cpk,σq|x|
as|x| Ñ 8, whereCpk,fqandcpk,σqare positive constants dependingon k,fandk,σ, respectively.
Bydirectcalculations, wemayalsoshowthat ∇u˚and∆u˚havesimilarexponential decayestimates.
Next is show the uniqueness. Let ˜ u˚px,kqbe another Schwartz distributional solution to (1.1).
Clearly we have
p∆2´k2´ikσqpu˚´˜u˚q “0.
Taking the Fourier transform on both sides of the above equat ion yields
p|ξ|4´k2´ikσqp{u˚´˜˚uqpξq “0.
Notice that for ką0 we have |ξ|4´k2´ikσ‰0 for all ξPR3. Taking the generalized inverse
Fourier transform gives u˚´˜u˚“0, which proves the uniqueness. /square
To study the resolvent we let
u˚px,κq:“upx,kq, κ “ pk2`ikσq1
4,
whereℜκą0 andℑκą0. By (1.1), u˚satisfies
∆2u˚´κ4u˚“f.
Denote by R“ tzPC:pδ,`8q ˆ p´ d,dquthe infinite rectangular slab, where δis any positive
constant and d!1. ForkPR, denote the resolvent
Rpkq:“ p∆2´k2´ikσq´1.
Then we have Rpκq “ p∆2´κ4q´1. Hereafter, the notation aÀbstands for aďCb,whereCą0
is a generic constant which may change step by step in the proo fs.
Lemma 2.2. For each kPRandρPC8
0pBRqthe resolvent operator Rpkqis analytic and has the
following estimate:
}ρRpkqρ}L2pBRqÑHjpBRqÀ |k|j
2e2Rpσ`1q|k|1
2, j “0,1,2,3,4.
Proof.It is clear to note that for a sufficiently small d, the set tpk2`ikσq1
4:kPRubelongs to the
first quadrant. Consequently, pk2`ikσq1
4is analytic with respect to kPR. By [12, Theorem 2.1],
the resolvent Rpκqis analytic in Czt0uand the following estimate holds:
}ρRpκqρ}L2pBRqÑHjpBRqÀ |κ|´2xκyjpe2Rpℑκq´`e2Rpℜκq´q, j “0,1,2,3,4,(2.2)
wherex´:“maxt´x,0uand xκy “ p1` |κ|2q1{2. On the other hand, letting k“k1`ik2, we have
from a direct calculation that
k2`ikσ“k2
1´k2
2´k2σ` p2k1k2`k1σqi.
It is easy to see that if dis sufficiently small, which gives that |k2|is sufficiently small, there is a
positive lower bound for |k2`ikσ|withkPRand then |κ| ącfor some positive constant c. The
proof is completed by replacing κwith pk2`ikσq1
4in (2.2). /square4 P. LI, X. YAO, AND Y. ZHAO
3.The inverse source problem
In this section, we address the inverse source problem of the damped biharmonic plate equation
and present an increasing stability estimate by using multi -frequency scattering data.
Denote
}upx,kq}2
BBR:“ż
BBR´
pk4`k2q|upx,kq|2`k2|∇upx,kq|2
` pk2`1q|∆upx,kq|2` |∇∆upx,kq|2¯
dspxq.
The following lemma provides a relation between the unknown source function and the boundary
measurements. Hereafter, by Remark B.3, we assume that fPHnpBRqwhereně4.
Lemma 3.1. Letube the solution to the direct scattering problem (1.1). Then
}f}2
L2pBRqÀ2eCσ2ż`8
0}upx,kq}2
BBRdk.
Proof.Consider the initial value problem for the damped biharmoni c plate wave equation
#
B2
tUpx,tq `∆2Upx,tq `σBtUpx,tq “0, px,tq PBRˆ p0,`8q,
Upx,0q “0,BtUpx,0q “fpxq, x PBR.(3.1)
We define Upx,tq “0 whentă0 and denote UTpx,tq “Upx,tqχr0,Tsptqand
xUTpx,kq “żT
0Upx,tqeiktdt.
By the decay estimate (B.2) we have that Upx,tq PL2
tp0,`8qand lim TÑ8UTpx,tq “Upx,tqin
L2
tpRquniformly for all xPR3. It follows from the Plancherel Theorem that xUTalso converges in
L2
kpRqto a function u˚px,kq PL2
kpRquniformly for all xPR3, which implies that u˚px,kqis the
Fourier transform of Upx,tq.
Denoteby x¨,¨yandStheusualscalarinnerproductof L2pR3qandthespaceofSchwartzfunctions,
respectively. We take u˚px,kqas a Schwartz distribution such that u˚px,kqpϕq “ xu˚,ϕyfor each
ϕPS. In what follows, we show that u˚px,kqsatisfies the equation (1.1) in the sense of Schwartz
distribution.
First we multiply both sides of the wave equation (3.1) by a Sc hwartz function ϕand take inte-
gration over R3. Using the wave equation (3.1) and the integration by parts w ith respect to the t
variable over r0,TsforTą0, we obtain
0“żT
0xB2
tU`∆2U`σBtU,ϕyeiktdt
“eikTxBtUpx,Tq,ϕy ´ikeikTxUpx,Tq,ϕy `σeikTxUpx,Tq,ϕy
´ xBtUpx,0q,ϕy `AżT
0p∆2U´k2U´ikσU qeiktdt,ϕE
. (3.2)
Itfollowsfromthedecay estimate(B.2)that |BtUpx,tq|,|Upx,tq| À p1`tq´3
4uniformlyforall xPR3,
which give
lim
TÑ8eikTxBtUpx,Tq,ϕy “lim
TÑ8ikeikTxUpx,Tq,ϕy “lim
TÑ8σeikTxUpx,Tq,ϕy “0.AN INVERSE SOURCE PROBLEM 5
On the other hand, we have from the integration by parts that
AżT
0p∆2U´k2U´ikσU qeiktdt,ϕE
“AżT
0Udt,∆2ϕE
`AżT
0p´k2U´ikσU qeiktdt,ϕE
. (3.3)
Since lim TÑ`8xUTpx,kq “u˚px,kqinL2
kpRquniformly for xPR3, we can choose a positive sequence
tTnu8
n“1such that lim nÑ8Tn“ `8and lim nÑ8yUTnpx,kq “u˚px,kqpointwisely for a.e. kPRand
uniformly for all xPR3. Define a sequence of Schwartz distributions tDnu8
n“1ĂS1as follows
Dnpϕq:“ xyUTn,ϕy, ϕ PS.
Since lim nÑ8yUTnpx,kq “u˚px,kqfor a.e.kPRand uniformly for all xPR3, we have
lim
nÑ8Dnpϕq “ xu˚,ϕy.
Consequently, replacing TbyTnin (3.3) and letting nÑ 8, we get
lim
nÑ8´@żTn
0Udt,∆2ϕD
`@żTn
0p´k2U´ikσU qeiktdt,ϕD¯
“u˚p∆2ϕq ´k2u˚pϕq ´ikσu ˚pϕq
“ p∆2´k2´ikσqu˚pϕq,
which further implies by (3.2) that
p∆2´k2´ikσqu˚pϕq “ xf,ϕy
for every ϕPS. Then u˚px,kqis a solution to the equation (1.1) as a Schwartz distributio n.
Furthermore, it follows from the uniqueness of the direct pr oblem that we obtain u˚px,kq “upx,kq,
which gives that upx,kqis the Fourier transform of Upx,tq.
By Theorem B.1, we have the estimates
|B2
tU|,|BtU|,|Bt∇U|,|Bt∆U|,|∆U|,|∇∆U| À p1`tq´3
4.
Moreover, they are continuous and belong to L2
tpRquniformly for all xPR3. Similarly, we may show
that
yB2
tU“ ´k2u,yBtU“iku, {Bt∇U“ik∇u,
{Bt∆U“ik∆u,y∆U“∆u,{∇∆U“∇∆u.
It follows from Plancherel’s theorem thatż`8
0´
|B2
tU|2` |BtU|2` |Bt∇U|2` |Bt∆U|2` |∆U|2` |∇∆U|2¯
dt
“ż`8
´8´
|k2u|2` |ku|2` |k∇u|2` |k∆u|2` |∆u|2` |∇∆u|2¯
dk. (3.4)
By (3.4) and the exact observability bounds (A.1), we obtain
}f}2
L2pBRqÀeCσ2ż`8
´8ż
BBR´
pk4`k2q|upx,kq|2`k2|∇upx,kq|2
` pk2`1q|∆upx,kq|2` |∇∆upx,kq|2¯
dspxqdk
ÀeCσ2ż8
´8}upx,kq}2
BBRdk.6 P. LI, X. YAO, AND Y. ZHAO
Sincefpxqis real-valued, we have upx,kq “upx,´kqforkPRand then
ż8
´8}upx,kq}2
BBRdk“2ż8
0}upx,kq}2
BBRdk,
which completes the proof. /square
Letδbe a positive constant and define
Ipkq “żk
δ}upx,ωq}2
BBRdspxqdω.
The following lemma gives a link between the values of an anal ytical function for small and large
arguments (cf. [14, Lemma A.1]).
Lemma 3.2. Letppzqbe analytic in the infinite rectangular slab
R“ tzPC:pδ,`8q ˆ p´ d,dqu,
whereδis a positive constant, and continuous in Rsatisfying#
|ppzq| ďǫ1, z P pδ,Ks,
|ppzq| ďM, z PR,
whereδ,K,ǫ1andMare positive constants. Then there exists a function µpzqwithzP pK,`8q
satisfying
µpzq ě64ad
3π2pa2`4d2qeπ
2dpa
2´zq,
wherea“K´δ, such that
|ppzq| ďMǫµpzq@zP pK,`8q.
Lemma 3.3. Letfbe a real-valued function and }f}L2pBRqďQ. Then there exist positive constants
dandδ,Ksatisfying 0ăδăK, which do not depend on fandQ, such that
|Ipkq| ÀQ2e4Rpσ`2qκǫ2µpkq
1 @kP pK,`8q
and
ǫ2
1“żK
δż
BBR}upx,kq}2
BBRdspxqdk, µ pkq ě64ad
3π2pa2`4d2qeπ
2dpa
2´kq,
wherea“K´δ.
Proof.Let
I1pkq “żk
δż
BBR´
pω4`ω2qupx,ωqupx,´ωq `ω2∇upx,ωq ¨∇upx,´ωq
` pω2`1q∆upx,ωq∆upx,´ωq `∇∆upx,ωq ¨∇∆upx,´ωq¯
dspxqdω,
wherekPR. Following similar arguments as those in the proof of Lemma 2 .2, we may show that
Rp´kqis also analytic for kPR. Sincefis real-valued, we have upx,kq “upx,´kqforkPR, which
gives
I1pkq “Ipkq, k ą0.
It follows from Lemma 2.2 that
|I1pkq| ÀQ2eCσ2e4Rpσ`1q|k|, k PR,
which gives
e´4Rpσ`2q|k||I1pkq| ÀQ2eCσ2, k PR.AN INVERSE SOURCE PROBLEM 7
An application of Lemma 3.2 leads to
ˇˇe´4Rpσ`2q|k|IpkqˇˇÀQ2ǫ2µpkq@kP pK,`8q,
where
µpkq ě64ad
3π2pa2`4d2qeπ
2dpa
2´kq,
which completes the proof. /square
Here we state a simple uniqueness result for the inverse sour ce problem.
Theorem 3.4. LetfPL2pBRqandIĂR`be an open interval. Then the source function fcan
be uniquely determined by the multi-frequency Cauchy data tupx,kq,∇upx,kq,∆upx,kq,∇∆upx,kq:
xP BBR,kPIu.
Proof.Letupx,kq “∇upx,kq “∆upx,kq “∇∆upx,kq “0 for all xP BBRandkPI. It suffices to
prove that fpxq “0. By Lemma 2.2, upx,kqis analytic in the infinite slab Rfor anyδą0, which
implies that upx,kq “∆upx,kq “0 for all kPR`. We conclude from Lemma 3.1 that f“0./square
The following result concerns the estimate of upx,kqfor high wavenumbers.
Lemma 3.5. LetfPHnpBRqand }f}HnpBRqďQ. Then the following estimate holds:
ż8
s}upx,kq}2
BBRdkÀ1
sn´3}f}2
HnpBRq.
Proof.Recall the identity
ż8
s}upx,kq}2
BBRdk“ż8
sż
BBR´
pk4`k2q|upx,kq|2`k2|∇upx,kq|2
` pk2`1q|∆upx,kq|2` |∇∆upx,kq|2¯
dspxqdk. (3.5)
Using the decomposition
Rpκq “ p∆2´κ4q´1“1
2κ2“
p´∆´κ2q´1´ p´∆`κ2q´1‰
,
we obtain
upxq “ż
BR1
2κ2´eiκ|x´y|
4π|x´y|´e´κ|x´y|
4π|x´y|¯
fpyqdy, x P BBR.
For instance, we consider one of the integrals on the right-h and side of (3.5)
J:“ż8
sk4|upx,kq|dk
“ż8
sk4ˇˇˇż
BR1
2κ2´eiκ|x´y|
4π|x´y|´e´κ|x´y|
4π|x´y|¯
fpyqdyˇˇˇ2
dk.
Using the spherical coordinates r“ |x´y|originated at y, we have
J“1
8πż8
sż
BBRk2ˇˇˇż2π
0dθżπ
0sinϕdϕż8
0peiκr´e´κrqfrdrˇˇˇ2
dspxqdk.
By the integration by parts and noting xP BBRand supp fĂBˆRĂBRfor some ˆRăR, we obtain
J“1
4πż8
sż
BBRk2ˇˇˇż2π
0dθżπ
0sinϕdϕż2R
R´ˆR´eiκr
piκqn´e´κr
p´κqn¯Bnpfrq
Brndrˇˇˇ2
dspxqdk.8 P. LI, X. YAO, AND Y. ZHAO
SincexP BBRand |κ| ěk1{2forką0, we get from direction calculations that
JÀ }f}2
HnpBRqż8
sk2´ndkÀ1
sn´3}f}2
HnpBRq.
Theotherintegrals ontheright-handsideof (3.5)can beest imated similarly. Thedetails areomitted
for brevity. /square
Define a real-valued function space
CQ“ tfPHnpBRq:ně4,}f}HnpBRqďQ,suppfĂBˆRĂBR, f:BRÑRu,
whereˆRăR. Now we are in the position to present the main result of this p aper.
Theorem 3.6. Letupx,κqbe the solution of the scattering problem (1.1)corresponding to the source
fPCQ. Then for ǫsufficiently small, the following estimate holds:
}f}2
L2pBRqÀeCσ2´
ǫ2`Q2
K1
2pn´3qpln|lnǫ|q1
2pn´3q¯
, (3.6)
where
ǫ:“żK
0}upx,kq}2
BBRdk“żδ
0}upx,kq}2
BBRdk`ǫ2
1.
Proof.We can assume that ǫďe´1, otherwise the estimate is obvious.
First, we link the data Ipkqfor large wavenumber ksatisfying kďLwith the given data ǫ1of
small wavenumber by using the analytic continuation in Lemm a 3.3, where Lis some large positive
integer to be determined later. It follows from Lemma 3.3 tha t
Ipkq ÀQ2ec|κ|ǫµpκq
1
ÀQ2exptcκ´c2a
a2`c3ec1pa
2´κq|lnǫ1|u
ÀQ2expt´c2a
a2`c3ec1pa
2´κq|lnǫ1|p1´c4κpa2`c3q
aec1pκ´a
2q|lnǫ1|´1qu
ÀQ2expt´c2a
a2`c3ec1pa
2´Lq|lnǫ1|p1´c4Lpa2`c3q
aec1pL´a
2q|lnǫ1|´1qu
ÀQ2expt´b0e´c1L|lnǫ1|p1´b1Lec1L|lnǫ1|´1qu,
wherec,ci,i“1,2 andb0,b1are constants. Let
L“#”
1
2c1ln|lnǫ1|ı
, k ď1
2c1ln|lnǫ1|,
k, k ą1
2c1ln|lnǫ1|.
IfKď1
2c1ln|lnǫ1|, we obtain for sufficiently small ǫ1that
Ipkq ÀQ2expt´b0e´c1L|lnǫ1|p1´b1Lec1L|lnǫ1|´1qu
ÀQ2expt´1
2b0e´c1L|lnǫ1|u.
Notinge´xďp2n`3q!
x2n`3forxą0, we have
IpLq ÀQ2ep2n`3qc1L|lnǫ1|´p2n`3q.AN INVERSE SOURCE PROBLEM 9
TakingL“1
2c1ln|lnǫ1|, combining the above estimates, Lemma 3.1 and Lemma 3.5, we g et
}f}2
L2pBRqÀeCσ2´
ǫ2`IpLq `ż8
Lż
BBR}upx,kq}2
BBRdk¯
ÀeCσ2´
ǫ2`Q2ep2n`3qc1L|lnǫ1|´p2n`3q`Q2
Ln´3¯
ÀeCσ2´
ǫ2`Q2´
|lnǫ1|2n`3
2|lnǫ1|´p2n`3q` pln|lnǫ1|q3´n¯ ¯
ÀeCσ2´
ǫ2`Q2´
|lnǫ1|´2n`3
2` pln|lnǫ1|q3´n¯ ¯
ÀeCσ2´
ǫ2`Q2pln|lnǫ1|q3´n¯
ÀeCσ2´
ǫ2`Q2
K1
2pn´3qpln|lnǫ1|q1
2pn´3q¯
ÀeCσ2´
ǫ2`Q2
K1
2pn´3qpln|lnǫ|q1
2pn´3q¯
,
where we have used |lnǫ1|1{2ěln|lnǫ1|for sufficiently small ǫ1and ln |lnǫ1| ěln|lnǫ|.
IfKą1
2c1ln|lnǫ1|, we have from Lemma 3.5 that
}f}2
L2pBRqÀeCσ2´
ǫ2`ż8
Kż
BBR}upx,kq}2
BBRdk¯
ÀeCσ2´
ǫ2`Q2
Kn´3¯
ÀeCσ2´
ǫ2`Q2
K1
2pn´3qpln|lnǫ|q1
2pn´3q¯
,
which completes the proof. /square
It can be observed that for a fixed damping coefficient σ, the stability (3.6) consists of two parts:
the data discrepancy and the high frequency tail. The former is of the Lipschitz type. The latter
decreases as Kincreases which makes the problem have an almost Lipschitz s tability. But the
stability deteriorates exponentially as the damping coeffic ientσincreases.
Appendix A.An exact observability bound
Consider the initial value problem for the damped biharmoni c plate wave equation
#
B2
tUpx,tq `∆2Upx,tq `σBtUpx,tq “0, px,tq PBRˆ p0,`8q,
Upx,0q “0,BtUpx,0q “fpxq, x PBR.(A.1)
The following theorem presents an exact observability boun d for the above equation. The proof
follows closely from that in [8, Theorem 3.1].
Theorem A.1. Let the observation time 4p2R`1q ăTă5p2R`1q. Then there exists a constant
Cdepending on the domain BRsuch that
}f}2
L2pBRqďCeCσ2`
}B2
tU}2
L2pBBRˆp0,Tqq` }BtU}2
L2pBBRˆp0,Tqq` }Bt∇U}2
L2pBBRˆp0,Tqq
` }Bt∆U}2
L2pBBRˆp0,Tqq` }∆U}2
L2pBBRˆp0,Tqq` }∇∆U}2
L2pBBRˆp0,Tqq˘
.(A.2)10 P. LI, X. YAO, AND Y. ZHAO
Before showing the proof, we introduce the energies
Eptq “1
2ż
Ω`
|BtUpx,tq|2` |∆Upx,tq|2` |Upx,tq|2˘
dx,
E0ptq “1
2ż
Ω`
|BtUpx,tq|2` |∆Upx,tq|2˘
dx,
and denote
F2“ż
BΩˆpt1,t2q`
|B2
tUpx,tq|2` |BtUpx,tq|2` |Bt∇Upx,tq|2
` |Bt∆Upx,tq|2` |∆Upx,tq|2` |∇∆Upx,tq|2˘
dspxqdt.
Lemma A.2. LetUbe a solution of the damped biharmonic plate wave equation (A.1)with the
initial value fPH1pBRq,suppf ĂBR. Let0ďt1ăt2ďTand1ď2σ. Then the following
estimates holds:
Ept2q ďe4pt2´t1q2p2Ept1q `F2q, (A.3)
Ept2q ďep2σ`4pt2´t1qqpt2´t1qpEpt2q `F2q. (A.4)
Proof.Multiplying both sides of (A.1) by pBtUqeθtand integrating over Ω ˆ pt1,t2qgive
ż
Ωˆppt1,t2q´1
2BtpBtUq2`∆2UBtU`σpBtUq2¯
eθtdxdt“0.
Using the integration ∆2UBtUby parts over Ω and noting ∆ UBtp∆Uq “1
2Bt|∆U|2, we obtain
żt2
t1pBtE0ptqqeθtdt`ż
Ωˆpt1,t2qσpBtUq2eθtdxdt
`ż
BΩˆpt1,t2qpBνp∆UqBtU´∆UBtpBνUqqeθtdspxqdt“0.
Hence,
E0pt2qeθt2´E0pt1qeθt1“ż
Ωˆpt1,t2q´θ
2ppBtUq2` |∆U|2q ´σpBtUq2¯
eθtdxdt
´ż
BΩˆpt1,t2qpBνp∆UqBtU´∆UBtpBνUqqeθtdspxqdt“0.
Lettingθ“0, using Schwartz’s inequality, and noting σą0, we get
E0pt2q ďE0pt1q `ż
Ωˆpt1,t2qp´σqpBtUq2dxdt
`1
2ż
BΩˆpt1,t2q´
pBtUq2` pBtpBνUqq2¯
dspxqdt
`1
2ż
BΩˆpt1,t2q´
p∆Uq2` pBνp∆Uqq2¯
dspxqdt
ďE0pt1q `F2.AN INVERSE SOURCE PROBLEM 11
Similarly, letting θ“2σ, we derive
E0pt1qe2σt1ďE0pt2qe2σt2`ż
Ωˆpt2,t1q´σp∆Uq2dxdt
`1
2ż
BΩˆpt1,t2q´
pBtUq2` pBtpBνUqq2¯
e2σtdspxqdt
`1
2ż
BΩˆpt1,t2q´
p∆Uq2` pBνp∆Uqq2¯
e2σtdspxqdt
ďE0pt2qe2σt2`1
2ż
BΩˆpt1,t2q´
pBtUq2` pBtpBνUqq2¯
e2σtdspxqdt
`1
2ż
BΩˆpt1,t2q´
p∆Uq2` pBνp∆Uqq2¯
e2σtdspxqdt.
which gives
E0pt1q ďe2σpt2´t1qpE0pt2q `F2q.
The proof is completed by following similar arguments as tho se in [8, Lemma 3.2]. /square
Now we return to the proof of Theorem A.2
Proof of Theorem A.2. Letϕpx,tq “ |x´a|2´θ2pt´T
2q2, where dist pa,Ωq “1,θ“1
2. Using the
Carleman-type estimate in [18], we obtain
τ6ż
Q|U|2e2τϕdxdt`τ3ż
Q|BtU|2e2τϕdxdt`τż
Q|∆U|2e2τϕdxdt
Àż
QppB2
t`∆2qUq2e2τϕdxdt
`ż
BQτ6p|Bν∆U|2` |Bt∆U|2` |B2
tUq|2qe2τϕdspxqdt. (A.5)
It is easy to see that 1 ´θ2ε2
0ďϕon Ω ˆ t|t´T
2| ăε0ufor some positive εă1. Then we have from
A.4 that
τ6ż
Q|U|2e2τϕdxdt`τ3ż
Q|BtU|2e2τϕdxdt`τż
Q|∆U|2e2τϕdxdt
ěτ6ż
ΩˆpT
2´ε0,T
2`ε0q|U|2e2τp1´θ2ε2
0qdxdt`τ3ż
ΩˆpT
2´ε0,T
2`ε0q|BtU|2e2τp1´θ2ε2
0qdxdt
`τż
ΩˆpT
2´ε0,T
2`ε0q|∆U|2e2τp1´θ2ε2
0qdxdt
ěτe2τp1´θ2ε2
0qż
ΩˆpT
2´ε0,T
2`ε0qEptqdt
ěτe2τp1´θ2ε2
0qε0p2e´p2σ`4TqTEp0q ´F2q. (A.6)
Moreover, it follows from (A.4) and ϕď p2R`1q2´θ2T2{4 on Ω ˆ p0,Tqthat
τ6ż
Q|U|2e2τϕdxdt`τ3ż
Q|BtU|2e2τϕdxdt`τż
Q|∆U|2e2τϕdxdt
ďτ6e2τpp2R`1q2´θ2T2{4qpEp0q `EpTqq
ďτ6e2τpp2R`1q2´θ2T2{4qppe4T2`1qEp0q `e4T2F2q.12 P. LI, X. YAO, AND Y. ZHAO
By (A.5) and (A.6), we obtain
τe2τp1´θ2ε2
0qε0e´p2σ`1`4TqTEp0q
`τ6ż
Q|U|2e2τϕdxdt`τ3ż
Q|BtU|2e2τϕdxdt`τż
Q|∆U|2e2τϕdxdt
ď´
σ2ż
Q|BtU|2e2τϕdxdt`ż
BQτ6p|Bν∆U|2` |Bt∆U|2` |B2
tUq|2qe2τϕdspxqdt
` pτe2τp1´θ2ε2
0q`τ6e2τpp2R`1q2´θ2T2{4qe4T2qF2`τ6e2τpp2R`1q2´θ2T2{4qe4T2Ep0q¯
.(A.7)
Choosing τsufficiently large, we may remove the first integral on the righ t hand side of (A.7). We
also choose T2“4p2R`1q2
θ2`4ε2
0andτ“ p2σ`8TqT`lnp2pε0q´1Cq `Cσ2. Noting τ5e´τď5!, we
have
τ5e2τpp2R`1q2´θ2T2{4´1`θ2ε2
0q`p2σ`8TqT“τ5e´2τ`p2σ`8TqT
ď5!e´τ`p2σ`8TqTďε0
2C.
In addition, since Tď5p2R`1q, it follows that
τ5e2τpp2R`1q2´1`θ2ε2
0`p2σ`4TqTqďτ5e2pp2σ`8TqT`Cσ2`Cqp2R`1q2`p2σ`4TqTďCeCσ2.
Using the above inequality and the inequality ϕă p2R`1q2onQand dividing both sides in (A.7)
by the factor of Ep0qon the left hand side, we obtain
Ep0q ďCeCσ2F2.
Sincefis supported in Ω, there holds }U}L2pBBRˆp0,TqqďC}BtU}L2pBBRˆp0,Tqq, which completes the
proof. /square
Appendix B.A decay estimate
We prove a decay estimate for the solution of the initial valu e problem of the damped plate wave
equation
#
B2
tUpx,tq `∆2Upx,tq `σBtUpx,tq “0, px,tq PR3ˆ p0,`8q,
Upx,0q “0,BtUpx,0q “fpxq, x PR3,(B.1)
wherefpxq PL1pR3q XHspR3q. By the Fourier transform, the solution Upx,tqof (B.1) is given as
Upx,tq “F´1pmσpt,ξqˆfpξqqpxq,
whereF´1denotes the inverse Fourier transform,
mσpt,ξq “e´σ
2t
a
σ2´4|ξ|4´
e1
2t?
σ2´4|ξ|4´e´1
2t?
σ2´4|ξ|4¯
,
andˆfpξqis the Fourier transform of f, i.e.,
ˆfpξq “1
p2πq3ż
R3e´ix¨ξfpxqdx.
Leta
σ2´4|ξ|4“ia
4|ξ|4´σ2when |ξ|4ąσ2
4. Then we have
mσpt,ξq “$
’&
’%e´σ
2tsinh pt
2?
σ2´4|ξ|4q?
σ2´4|ξ|4, |ξ|4ăσ2
4,
e´σ
2tsinpt
2?
4|ξ|4´σ2q?
4|ξ|4´σ2, |ξ|4ąσ2
4.AN INVERSE SOURCE PROBLEM 13
It is clear to note from the representation of mσpt,ξqthat the solution Upx,tqdepends on both of
the low and high frequency of ξ. In fact, the solution Upx,tqbehaves as a “parabolic type” of e´t∆2f
for the low frequency part, while for the high frequency part it behaves like a “dispersive type” of
eit∆2f.
Theorem B.1. LetUpx,tqbe the solution of (B.1). ThenUpx,tqsatisfies the decay estimate
supxPR3|Bα
xBj
tUpx,tq| À p1`tq´3`|α|
4}f}L1pR3q`e´ct}f}HspR3q, (B.2)
wherejPN,αis a multi-index vector in N3such that Bα“ Bα1x1Bα2x2Bα3x3,są2j` |α| ´1
2andcą0
is some positive constant. In particular, for |α| “s“0, the following estimate holds:
supxPR3|Upx,tq| À p1`tq´3
4p}f}L1pR3q` }f}L2pR3qq. (B.3)
Remark B.2. The estimate (B.3)provides a time decay of the order Opp1`tq´3
4qforUpx,tq
uniformly for all xPR3, which gives
sup
xPR3ż8
0|Upx,tq|2dtÀż8
0p1`tq´3{2dtă `8.
Hence, let Upx,tq “0whentă0, thenUpx,tqhas a Fourier transform ˆUpx,kq PL2pRqfor each
xPR3. Moreover, the following Plancherel equality holds:
ż`8
0|Upx,tq|2dt“ż`8
´8|ˆUpx,kq|2dk.
Remark B.3. To study the inverse source problem, it suffices to assume that fPH4pR3q. In this
case, it follows from the above theorem that both B2
tUpx,tqand∆2Upx,tqare continuous functions.
Moreover, we have from (B.2)that the following estimate holds:
supxPR3|Bj
tUpx,tq| À p1`tq´3
4}f}L1pR3q`e´ct}f}HspR3q, j “1,2,
supxPR3|Bα
xUpx,tq| À p1`tq´3`|α|
4}f}L1pR3q`e´ct}f}HspR3q,|α| ď4.
Proof.Without loss of generality, we may assume that σ“1, and then
mσpt,ξq “e´1
2t
a
1´4|ξ|4´
e1
2t?
1´4|ξ|4´e´1
2t?
1´4|ξ|4¯
.
First we prove (B.2) for j“0. Choose χPC8
0pR3qsuch that supp χĂBp0,1
2qandχpξq “1 for
|ξ| ď1
4. Let
Upx,tq “F´1pmpt,ξqχpξqˆfq `F´1pmpt,ξqp1´χpξqqˆfq
:“U1px,tq `U2px,tq.
ForU1px,tq, sincea
1´4|ξ|4ď1´2|ξ|4when 0 ď |ξ| ď1
2, we have for |ξ| ď1
2that
mpt,ξq “1a
1´4|ξ|4e´t
2p1˘?
1´4|ξ|4qď2e´t|ξ|4, t ě0.
For each xPR3we have
BαU1px,tq “ż
R3eix¨ξpiξqαmpt,ξqχpξqˆfpξqdξ,
which gives
sup
xPR3|Bα
xU1px,tq| ďż
|ξ|ď1
2|ξ|αe´t|ξ|4|ˆfpξq|dξÀ }ˆf}L8pR3qż
|ξ|ď1
2|ξ|αe´t|ξ|4dξ.14 P. LI, X. YAO, AND Y. ZHAO
Since
ż
|ξ|ď1
2|ξ|αe´t|ξ|4dξď#
C, 0ďtď1,
t´3`|α|
4, t ě1,
and }ˆf}L8pR3qď }f}L1pR3q, we obtain
sup
xPR3|Bα
xU1px,tq| À p1`tq´3`|α|
4|f}L1pR3q@αPN3. (B.4)
To estimate U2px,tq, noting
p1´∆qp
2U2px,tq “ż
R3eix¨ξp1` |ξ|2qp
2mpt,ξqp1´χpξqqˆfpξqdξ,
we have from Plancherel’s theorem that
ż
R3|p1´∆qp
2U2px,tq|2dx“ż
R3p1` |ξ|2qp|mpt,ξqp1´χpξqqˆfpξq|2dξ. (B.5)
It holds that
|mpt,ξq| ď$
’’’’&
’’’’%te´t
2p1´?
1´4|ξ|4qˇˇˇ1´e´t?
1´4|ξ|4
t?
1´4|ξ|4ˇˇˇÀe´t
8,1
2ă |ξ| ď?
2
2,
1
2e´t
2sint
2?
4|ξ|4´1
t
2?
4|ξ|4´1Àe´t
8,?
2
2ă |ξ| ď1,
e´t
2?
4|ξ|4´1|sint
2a
4|ξ|4´1| ďe´t
2?
4|ξ|4´1, |ξ| ą1.
Hence, when |ξ| ě1
2we have
|p1` |ξ|2qmpt,ξq| Àe´t
8.
It follows from (B.5) that
}U2px,tq}2
HppR3qďż
|ξ|ě1
2|p1` |ξ|2qp
2mpt,ξqˆfpξq|2dξ
ďe´t
4ż
R3|p1` |ξ|2q´1`p
2ˆfpξq|2dξ“e´t
4}f}2
Hp´2pR3q.
On the other hand, by Sobolev’s theorem, we have for pą3
2that
sup
xPR3|U2px,tq| ď }U2p¨,tq}HppR3qÀe´t
8}f}Hp´2pR3q.
More generally, for any αPN3it holds that
p1´∆qp
2Bα
xU2px,tq “F´1pp1` |ξ|2qp
2mpt,ξqp1´χpξqqyBαfq,
which leads to
sup
xPR3|Bα
xU2px,tq| Àe´t
8}Bαf}Hp´2pR3qÀe´t
8}f}HspR3q. (B.6)
Heres“p´2` |α| ą |α| ´1
2by choosing pą3
2. Combining the estimate (B.4) with (B.6) yields
(B.2) for j“0.
Next we consider the general case with j‰0. Noting
Bj
tUpx,tq “ż
R3eix¨ξBj
tmpt,ξqˆfpξqdξ,AN INVERSE SOURCE PROBLEM 15
we obtain from direct calculations that
Bj
tmpt,ξq “ Bj´e´1
2t
a
1´4|ξ|4´
e1
2t?
1´4|ξ|4´e´1
2t?
1´4|ξ|4¯¯
“jÿ
l“02´jpa
1´4|ξ|4ql´1e´t
2´
e1
2t?
1´4|ξ|4` p´1ql`1e´1
2t?
1´4|ξ|4¯
:“jÿ
l“0mlpt,ξq.
Hence we can write Bj
tUpx,tqas
Bj
tUpx,tq “jÿ
l“0ż
R3eix¨ξmlpt,ξqˆfpξqdξ:“jÿ
l“0Wlpx,tq. (B.7)
For each 0 ďlďj, j‰0, using similar arguments for the case j“0 we obtain
sup
xPR3|Bα
xWlpx,tq| ď p1`tq´3`|α|
4}f}L1pR3q`e´t
8}f}HspR3q (B.8)
forsą2l` |α| ´1
2. Combining (B.7) and (B.8), we obtain the general estimate ( B.2). /square
Remark B.4. For the damped biharmonic plate wave equation, besides the d ecay estimate (B.2), we
can deduce other decay estimates of the Lp-Lqtype and time-space estimates by more sophisticated
analysis for the Fourier multiplier mpt,ξq. For example, it can be proved that
}Upx,tq}LqpR3qÀ p1`tq´3
4p1
p´1
qq}f}LppR3q`e´ct}f}Wq,spR3q,
where1ăpďqă `8andsě3p1
q´1
2q ´2. We hope to present the proofs of these Lp-Lqestimates
and their applications elsewhere.
Acknowledgement
We would like to thank Prof. Masahiro Yamamoto for providing the reference [18] on Carleman
estimates of the Kirchhoff plate equation. The research of PL is supported in part by the NSF grant
DMS-1912704. The research of XY is supported in part by NSFC ( No. 11771165). The research of
YZ is supported in part by NSFC (No. 12001222).
References
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[9] K. Iwasaki, Scattering theory for 4th order differential operators: I-II, Japan. J. Math., 14 (1988), 1–96.16 P. LI, X. YAO, AND Y. ZHAO
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Department of Mathematics, Purdue University, West Lafaye tte, Indiana 47907, USA
Email address :lipeijun@math.purdue.edu
School of Mathematics and Statistics, China Central Normal University, Wuhan, Hubei, China
Email address :yaoxiaohua@mail.ccnu.edu.cn
School of Mathematics and Statistics, China Central Normal University, Wuhan, Hubei, China
Email address :zhaoyueccnu@163.com |
2111.08768v1.Ultrathin_ferrimagnetic_GdFeCo_films_with_very_low_damping.pdf | Ultrathin ferrimagnetic GdFeCo lms with very low damping
Lakhan Bainsla*,1,a)Akash Kumar,1Ahmad A. Awad,1Chunlei Wang,2Mohammad Zahedinejad,1Nilamani
Behera,1Himanshu Fulara,1Roman Khymyn,1Afshin Houshang,1Jonas Weissenrieder,2and J. Akerman1,b)
1)Physics Department, University of Gothenburg, 412 96 Gothenburg, Sweden.
2)Department of Applied Physics, KTH Royal Institute of Technology, 106 91 Stockholm,
Sweden
Ferromagnetic materials dominate as the magnetically active element in spintronic devices, but come with
drawbacks such as large stray elds, and low operational frequencies. Compensated ferrimagnets provide an
alternative as they combine the ultrafast magnetization dynamics of antiferromagnets with a ferromagnet-like
spin-orbit-torque (SOT) behavior. However to use ferrimagnets in spintronic devices their advantageous prop-
erties must be retained also in ultrathin lms ( t<10 nm). In this study, ferrimagnetic Gd x(Fe87:5Co12:5)1 x
thin lms in the thickness range t= 2{20 nm were grown on high resistance Si(100) substrates and studied
using broadband ferromagnetic resonance measurements at room temperature. By tuning their stoichiometry,
a nearly compensated behavior is observed in 2 nm Gd x(Fe87:5Co12:5)1 xultrathin lms for the rst time,
with an eective magnetization of Me= 0.02 T and a low eective Gilbert damping constant of = 0.0078,
comparable to the lowest values reported so far in 30 nm lms. These results show great promise for the
development of ultrafast and energy ecient ferrimagnetic spintronic devices.
I. INTRODUCTION
Spintronic devices utilize the spin degree of freedom for
data storage, information processing, and sensing1,2with
commercial applications such as hard drives, magnetic
random access memories, and sensors. Besides conven-
tional memory applications based on quasi-static opera-
tion of magnetic tunnel junctions, high frequency spin-
tronic oscillators3,4have recently been demonstrated for
analog computing applications such as bio-inspired neu-
romorphic computing5,6, logic operations, energy har-
vesting and Ising Machines.7For the rst time, such oscil-
lators are now used in commercial magnetic hard drives
to facilitate writing to the disc.8The key challenges in
developing such devices is to nd material combinations
which allow for fast operation, low-power consumption,
non-volatility, and high endurance. Due to their nat-
ural spin polarization and easy manipulation, ferromag-
netic materials (FM) dominate as active elements in these
devices.4However, FMs come with drawbacks such as:
(i) large magnetic stray elds aecting the operation of
neighbouring devices; (ii) limited scalability of magnetic
bits in memory devices; (iii) the operating frequency of
spin-based oscillators limited by ferromagnetic resonance
frequency, and (iv) slow synchronization of such oscilla-
tors. These shortcomings drive researchers to nd more
suitable materials for future spintronic devices.
Very recently, the interest in antiferromagnetic (AFM)
spintronics9{11increased rapidly, as AFM materials have
no stray elds and can oer ultrafast spin dynamics, in-
cluding AFM resonance frequencies in the THz region.
It was theoretically shown that such high-frequency ex-
citations are possible to achieve without any applied
magnetic eld by injecting spin currents into AFM
a)Electronic mail: lakhan.bainsla@physics.gu.se
b)Electronic mail: johan.akerman@physics.gu.sematerials.12{15Experiments have since demonstrated
possible THz writing/reading capabilities.16However,
the absence of a net magnetic moment in AFMs leads
to diculties in the read-out of the spin dynamics, in-
cluding any microwave output signal from the AFM
oscillators.13{15
A possible solution is presented by ferrimagnets
(FiMs), which combine the properties of FMs and AFMs.
FiMs posses magnetic sub-lattices in the same way as
AFMs do, but their sub-lattices are inequivalent. The
magnetic sub-lattices in FiMs often consist of dierent
magnetic ions, such as rare earth (e.g. Gd) and transi-
tion metal (e.g. Fe, Co) alloys (RE-TM) such as CoGd,
and as a result, a large residual magnetization remains
despite the two opposing sub-magnetizations. The tem-
perature dependence of RE and TM sub-magnetizations
in FiM can be quite dierent which result in magneti-
zations that can increase, and even change sign, with
temperature17,18, in stark contrast to the non-monotonic
decreasing temperature dependence for FMs and AFMs.
Similar eects could also be seen by varying the com-
position of ferrimagnetic alloys instead of changing the
temperature.19In addition, the dierent properties of the
two magnetic sub-lattices also results in two compen-
sation points, namely the magnetization compensation
pointTmand the angular compensation point Ta. AtTm,
the two magnetic sub-lattices cancel each other, which re-
sults in a zero net magnetic moment, while at T a, their
net angular momentum vanishes, as in AFMs. Therefore,
atTa, FiMs can have a near-THz resonance as in AFMs,
while still having a net magnetic moment which can lead
to strong read-out signals, including ecient microwave
signal output from FiM-based oscillators20, as well as ef-
cient control and excitation. FiMs also show high spin
polarization which also make them suitable candidate for
ecient magnetic tunnel junctions.21
Due to these unique properties, research in FiMs for
spintronic applications is intensifying22, focusing mainly
on RE-TM based systems such as CoTb23, CoGd24, andarXiv:2111.08768v1 [cond-mat.mtrl-sci] 16 Nov 20212
Figure 1. (a) Schematic illustration of the coplanar waveguide (CPW), the thin lm sample and its orientation, the directions
of the applied magnetic eld H, the microwave eld hrf, and the eective magnetic eld Heduring FMR measurements.
Inset shows the lm stack. (b) FMR response (derivative of the FMR absorption) for a 10 nm Gd 12:5Fe76:1Co11:4lm (S2)
recorded at dierent frequencies and tted (solid lines) to Eq. 1. While FMR curves were recorded at 1 GHz frequency intervals
throughout this study, gure (b) only shows curves with f= 2 GHz for clarity.
GdFeCo25and Mn 3 xPtxGa26,27based Heusler alloy.
Among these, GdFeCo has been studied the most with
demonstrations of fast domain wall motion28and ultra-
fast spin dynamics17nearTa, large spin-orbit torques
and their sign reversal,25,29low magnetic damping in
thick 30 nm lms,30and sub-picosecond magnetization
reversal,31to name a few. What is missing, however, is a
demonstration that these unique material properties per-
sist down to much thinner lms, which will ultimately be
needed if FiMs are to be used in spin-Hall nano oscillators
(SHNOs).4
In the present study, we systematically study the
growth and functional properties of ultrathin ferrimag-
netic Gd x(Fe87:5Co12:5)1 xthin lms [referred to as
Gdx(FeCo) 1 xhereafter]. GdFeCo thin lms in the
thickness range of 2{20 nm were grown on high resis-
tance silicon (HR-Si) substrate. The atomic composi-
tion of Gd x(FeCo) 1 xwas controlled using co-sputtering
and determined using inductively coupled plasma optical
emission spectroscopy (ICP-OES). The magnetic prop-
erties and Gilbert damping were studied using broad-
band ferromagnetic resonance (FMR) measurements. We
also demonstrate ultra low Gilbert damping for 2 nm
GdFeCo, near the compensation point of Gd x(FeCo) 1 x.
These results paves the way for integration of FiMs into
various spintronic devices and applications.
II. RESULTS AND DISCUSSION
The growth conditions for GdFeCo were rst optimized
by growing four 10 nm thick Gd 12:5Fe76:1Co11:4lms on
HR-Si (100) substrates using dierent MgO seed layer
thicknesses: 0 nm (S1), 6 nm (S2), 10 nm (S3 & S4);in S4, the seed was annealed at 600C for 1 hour prior
to GdFeCo deposition to check the eect of MgO crys-
tallinity. MgO was chosen as seed since it is insulating
and therefore will not contribute any spin sinking to the
magnetic damping.32
A. Seed layer dependence on 10nm thick
Gd12:5Fe76:1Co11:4lms
Further details of the growth conditions are given in
the experimental section. FMR measurements, on 6 3
mm2rectangular pieces cut from these lms, were then
performed using a NanOsc PhaseFMR-40 FMR Spec-
trometer. The sample orientation on the coplanar waveg-
uide (CPW), together with the directions of the applied
eld, the microwave excitation eld hrf, and the eec-
tive magnetic eld He, are shown in Fig. 1(a). Typical
(derivative) FMR absorption spectra obtained for S2 are
shown in gure 1(b) together with ts to a sum of sym-
metric and anti-symmetric Lorentzian derivatives:33
dP
dH(H) = 8C1H(H HR)
[H2+ 4(H HR)2]2+2C2(H2 4(H HR)2)
[H2+ 4(H HR)2]2
(1)
whereHR, H,C1, andC2represent the resonance eld,
the full width at half maximum (FWHM) of the FMR ab-
sorption, and the symmetric and anti-symmetric tting
parameters of the Lorentzian derivatives, respectively.
The extracted values of HRvs.fare shown in gure
2 (b) together with ts to Kittel's equation:34
f=
0
2q
(HR Hk)(HR Hk+Meff) (2)3
Figure 2. (a) Seed layer dependence of frequency vs resonance eld of the 10 nm thick Gd 12:5Fe76:1Co11:4lms, here solid
symbols and solid lines are the experimental data points and tting with equation (2), respectively. (b) Resonance linewidth
(H)vs.frequency of the 10 nm thick Gd 12:5Fe76:1Co11:4lms, here solid symbols and solid lines are the experimental data
points and tting with equation (3), respectively. The eective Gilbert damping constant values of all the samples are given in
gure 2 (b). The black and violet dotted lines in gure 2(b) shows the tting of equation (3) in low and high frequency regions,
respectively.
where,
,HkandMeare the gyromagnetic ratio, the
in-plane magnetic anisotropy eld, and the eective mag-
netization of the sample, respectively, all allowed to be
free tting parameters. Values for
andHkonly showed
minor variation between the four samples, with
=2=
29.4-30.0 GHz/T and Hk= 66-104 Oe. Mevaried more
strongly, with values of 0.79, 1.19, 0.71 and 0.76 T ob-
tained for S1, S2, S3 and S4, respectively.
The eective Gilbert damping constant can then be
obtained from ts of Hvs.fto:35
H= H0+4f
0(3)
where the oset H0represents the inhomogeneous
broadening. Equation (3) is well tted to the experimen-
tal values, using H0andas adjustable tting param-
eters for all the four samples, as shown in the gure 2(b).
H0= 2{4 mT is essentially sample independent within
the measurement accuracy. In contrast, the obtained val-
ues ofvary quite strongly and are given inside gure
2(b). The GdFeCo grown with 6 nm MgO seed layer (S2)
clearly shows the lowest value of = 0:0055, although
this might be aected by the slight non-linear behavior
around 10 to 15 GHz. However, when only the high-eld
data is tted, the extracted damping of = 0.0076 is
still the lowest and at all frequencies the linewidth of S2
lies well below all the other samples. As damping is one
of the most important parameters for spintronic devices,
we hence chose the growth conditions of S2 for all subse-
quent lms in this study.B. Thickness dependence on Gd 12:5Fe76:1Co11:4lms
After optimizing the growth conditions for
Gd12:5Fe76:1Co11:4, the thickness dependence of the
lms was studied with the same composition using the
growth conditions of sample S2. The FMR linewidth
Hvs. f is shown in gure 3(a) and exhibits a relatively
strong dependence on thickness. It is noteworthy
that the 4 nm lm shows the narrowest linewidth at
all frequencies, clearly demonstrating that very low
damping can be achieved also in ultra-thin GdFeCo.
The extracted Meandare shown vs.thickness in
gure 3(b), both showing a strong thickness dependence.
Damping as low as = 0:0055 is obtained for the 10
nm thick lms. If only the high-eld portion of the data
is tted, the extracted damping increases to 0.0076,
which is still about an order of magnitude lower than
any literature value on 10 or 30 nm lms.19,36Both
the 10 and 20 nm lms showed a minor nonlinearity in
Hvs.fdata and were therefore analysed by tting
the data in both the low and the high eld regions
separately, as shown by the dotted lines in gure 3(a).
Thevalue for the 20 nm lm increased slightly from
0.0098 to 0.0109 if only high eld data is used for
analysis. The relatively higher damping for the 20 nm
lm might be due to the radiative damping mechanism
which increases proportionally with magnetic layer
thickness.37We conclude that 2 nm ultrathin lms can
indeed be grown with reasonably low damping. Since
the damping is strongly thickness dependent in this
regime, the optimum thickness for devices may likely be
found in the 2{4 nm range.4
Figure 3. (a) FMR linewidth Hvs.ffor four Gd 12:5Fe76:1Co11:4lms with dierent thicknesses, together with linear ts to
equation (3). The dotted lines show ts for the 20 nm lm in its low and high frequency regions, respectively. (b) Eective
magnetization and eective Gilbert damping constant vs.thickness; lines are guides to the eye.
C. Composition dependence on 2nm thick lms
To nally investigate whether we can achieve a com-
pensated ferrimagnetic behavior also in ultra-thin lms,
we grew 2 nm Gd x(FeCo) 1 xlms in the composition
range 12{27 at.% Gd. The lms were characterized using
FMR spectrometry as described above and the extracted
results are shown in gure 4.
The extracted Meandfollow a similar trend as re-
ported earlier for one order of magnitude thicker GdFeCo
lms characterized using an all-optical pump-probe tech-
nique.17We rst note that we can indeed reach an es-
sentially fully compensated antiferromagnetic behavior in
two lms around a composition of 25 at.% Gd. We have
marked this compensation point with xmand a dashed
line in gure 4 (c). Both lms show very low damping of
0.0078 and 0.009 respectively. However, just below this
composition, the damping shows a peak, which is con-
sistent with an angular compensation point, which we
denote byxa. It is noteworthy that the extracted damp-
ing value of = 0.0142 is still more than an order of
magnitude lower than = 0.45 of 30 nm lms measured
using FMR spectrometry19and= 0.20 of 20 nm lms
measured using an optical pump-probe technique.17
III. CONCLUSION
In view of the potential application of compensated
ferrimagnets to spintronic devices, we prepared ferri-
magnetic thin lms of Gd x(FeCo) 1 xon high resistance
Si(100) substrates and studied them using the FMR mea-
surements. Their growth conditions were optimized us-
ing 10 nm thick Gd 12:5Fe76:1Co11:4lms, after which
thickness dependent studies were done on the same com-
position in the thickness range of 2{20 nm. Composi-
tion dependence studies were nally done on 2 nm thick
Gdx(FeCo) 1 xlms and an essentially compensated fer-rimagnetic behavior was observed for the rst time in
ultrathin 2 nm lms. The angular momentum compensa-
tion and magnetic compensation points observed in this
work are very close to those reported earlier on much
thicker lms in the literature. A record low value of
about 0.0078 is obtained near the magnetic compensa-
tion point, which is an order of magnitude lower than
the values reported in the literature using similar analysis
methods. The observation of compensated ferrimagnetic
behavior in ultrathin lms together with very low value
ofare promising results for the future development of
ultrafast and energy ecient ferrimagnetic spintronic de-
vices.
EXPERIMENTAL SECTION
A. Thin lms growth and composition analysis
All the samples were prepared on high resistivity
Si(100) substrates using a magnetron sputtering sys-
tem with a base pressure of less than 2 10 8torr.
Thin lms of Gd x(FeCo) 1 xwere deposited using the
co-sputtering of high purity (more than 99.95%) Gd
and Fe 87:5Co12:5targets, and composition analysis
was done using the inductively coupled plasma mass
spectroscopy (ICP-MS). Thin lms stacking structure
of Si(100)/MgO(t)/Gd 12:5Fe76:1Co11:4(10)/SiO 2(4)
were used for seed layer dependence studies, here,
the number in the bracket is the thickness of the
layer in nm, where t=0, 6 and 10 nm. Four sam-
ples, namely S1 to S4 were prepared to obtain the
best conditions to grow Gd 12:5Fe76:1Co11:4(10) lms.
For S1, Gd 12:5Fe76:1Co11:4(10) was grown directly
over HR-Si (100) substrates, while in both S2 and
S3 Gd 12:5Fe76:1Co11:4were grown with MgO seed
layer of 6 and 10 nm, respectively. All the lay-
ers in S1-S3 were grown at room temperature and5
Figure 4. (a) Frequency vs.resonance eld and (b) resonance linewidth vs.frequency, of 2 nm thick Gd x(FeCo) 1 xlms as
a function of Gd content in atomic %. (c) Eective magnetization and eective Gilbert damping constant vs.Gd content.
Solid symbols represent the values obtained by tting the experimental FMR data in (a) and (b) using the equation (2) and
(3), respectively; solid lines in (c) are guides to the eye. xaand xmshow the angular and magnetic compensation points,
respectively, obtained from the literature17,19.
no further heat treatment was given to them. In
S4, 10 nm MgO seed layer were grown over HR
Si(100) substrates at RT and followed by a in-situ
post-annealing at 600C for 1 hour, and after that
Gd12:5Fe76:1Co11:4were deposited. The stacking struc-
ture of Si(100)/MgO(6)/Gd 12:5Fe76:1Co11:4(m)/SiO 2(4)
were used for thickness dependence studies, where
m is the thickness of Gd 12:5Fe76:1Co11:4layer,
and varied from 2 to 20 nm. For composi-
tion dependence studies, stacking structure of
Si(100)/MgO(6)/Gd x(FeCo) 1 x(2)/SiO 2(4) were used,
where xvaried from 12.5 to 26.7. The composition of
Gdx(FeCo) 1 xlms was varied by changing the sput-
tering rate of Fe 87:5Co12:5target, while keeping the Gd
sputtering rate xed for most lms. All the samples for
thickness dependence and composition dependence were
grown at room temperature and no post-annealing was
used. Layer thicknesses were determined by estimating
the growth rate using the Dektak proler on more than
100 nm thick lms.B. Inductively coupled plasma mass spectroscopy
(ICP-MS) measurements
The elemental composition (Co, Fe, and Gd) of the
thin lm samples was determined by inductively coupled
plasma optical emission spectroscopy (ICP-OES) using a
Thermo Fisher Scientic iCAP 6000 Series spectrometer.
Each thin lm sample was exhaustively extracted in 5 mL
HNO3 (65%, Supelco, Merck KgaA, Sigma-Aldrich) for
a duration of 30 min. 5 mL ultrapure MilliQ-water (18
M
cm) was added to the solution and the extract was al-
lowed to rest for 30 minutes. The extract was transferred
to a 100 mL volumetric
ask. The extracted sample was
then rinsed for several cycles in ultrapure water. The
water used for rinsing was transferred to the same volu-
metric
ask. The extract was diluted to 100 mL for ICP
analysis. ICP check standards were prepared from stan-
dard solutions (Co and Fe: Merck, Germany; Ga: Accu-
standard, USA). The relative standard deviation (from
three individual injections) were within 1%.6
Table I. The obtained values of eective Gilbert damping constant at room temperature (RT) in this work and comparison
with the lowest values reported so far in the literature at RT and also at their respective angular momentum compensation
(Ta) and magnetic compensation (T m) points.
Film composition Film thickness Measurement technique Analysis method Reference
Gd23:5Fe68:9Co7:6 30 0.45 (at RT) FMR Kittel's FMR19
0.35 (at RT) Pump-probe
Gd22Fe74:6Co3:4 20 0.21 (at T a) Pump-probe -do-17
0.13 (at T m)
Gd25Fe65:6Co9:4 10 0.07 (at RT) Spin torque FMR -do-36
0.01 (at RT) Spin torque FMR Ferrimagnetc resonance
Gd23:5Fe66:9Co9:6 30 0.0072 (at RT) Domain wall (DW) Field driven DW30
motion mobility
Gd12:5Fe76:1Co11:4 10 0.0055 Broadband FMR Kittel's FMR This work
0.0076 (HF data) -do- -do- This work
Gd12:5Fe76:1Co11:4 4 0.0064 -do- -do- This work
Gd12:5Fe76:1Co11:4 2 0.0101 -do- -do- This work
Gd23:4Fe67:0Co9:6 2 0.0141 -do- -do- This work
Gd24:4Fe66:1Co9:5 2 0.0078 -do- -do- This work
C. Ferromagnetic resonance (FMR) measurements
Rectangular pieces of about 6 3 mm2were cut from
the blanket lms and broadband FMR spectroscopy was
performed using a NanOsc Phase FMR (40 GHz) system
with a co-planar waveguide for microwave eld excita-
tion. Microwave excitation elds hrfwith frequencies up
to 30 GHz were applied in the lm plane, and perpendic-
ular to the applied in-plane dc magnetic eld H. All the
FMR measurements were performed at the room tem-
perature. The schematic of FMR measurement setup is
shown in 1(a), and further details about the measure-
ments are given in Section 2 (results and discussions).
SUPPORTING INFORMATION
Supporting Information is available from the Wiley
Online Library or from the corresponding author.ACKNOWLEDGEMENTS
Lakhan Bainsla thanks MSCA - European Commission
for Marie Curie Individual Fellowship (MSCA-IF Grant
No. 896307). This work was also partially supported
by the Swedish Research Council (VR Grant No. 2016-
05980) and the Horizon 2020 research and innovation
programme (ERC Advanced Grant No. 835068 "TOP-
SPIN").
CONFLICT OF INTEREST
The authors declare no con
ict of interest.
AUTHOR CONTRIBUTIONS
L.B. and J. A. planned the study. L.B. grew the lms,
performed the FMR measurements and analysed the ob-
tained FMR data. J.W. helped with ICP-MS measure-
ments and analysis. L.B. wrote the original draft of the
paper. J. A. coordinated and supervised the work. All
authors contributed to the data analysis and co-wrote
the manuscript.7
DATA AVAILABILITY STATEMENT
The data that support the ndings of this study are
available from the corresponding author on reasonable
request.
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1607.01307v1.Magnetic_moment_of_inertia_within_the_breathing_model.pdf | Magnetic moment of inertia within the breathing model
Danny Thonig,Manuel Pereiro, and Olle Eriksson
Department of Physics and Astronomy, Material Theory, University Uppsala, S-75120 Uppsala, Sweden
(Dated: June 20, 2021)
An essential property of magnetic devices is the relaxation rate in magnetic switching which
strongly depends on the energy dissipation and magnetic inertia of the magnetization dynamics.
Both parameters are commonly taken as a phenomenological entities. However very recently, a large
eort has been dedicated to obtain Gilbert damping from rst principles. In contrast, there is no
ab initio study that so far has reproduced measured data of magnetic inertia in magnetic materials.
In this letter, we present and elaborate on a theoretical model for calculating the magnetic moment
of inertia based on the torque-torque correlation model. Particularly, the method has been applied
to bulk bcc Fe, fcc Co and fcc Ni in the framework of the tight-binding approximation and the
numerical values are comparable with recent experimental measurements. The theoretical results
elucidate the physical origin of the moment of inertia based on the electronic structure. Even though
the moment of inertia and damping are produced by the spin-orbit coupling, our analysis shows that
they are caused by undergo dierent electronic structure mechanisms.
PACS numbers: 75.10.-b,75.30.-m,75.40.Mg,75.78.-n,75.40.Gb
The research on magnetic materials with particular fo-
cus on spintronics or magnonic applications became more
and more intensied, over the last decades [1, 2]. For
this purpose, \good" candidates are materials exhibiting
thermally stable magnetic properties [3], energy ecient
magnetization dynamics [4, 5], as well as fast and stable
magnetic switching [6, 7]. Especially the latter can be
induced by i)an external magnetic eld, ii)spin polar-
ized currents [8], iii)laser induced all-optical switching
[9], or iv)electric elds [10]. The aforementioned mag-
netic excitation methods allow switching of the magnetic
moment on sub-ps timescales.
The classical atomistic Landau-Lifshitz-Gilbert (LLG)
equation [11, 12] provides a proper description of mag-
netic moment switching [13], but is derived within the
adiabatic limit [14, 15]. This limit characterises the
blurry boundary where the time scales of electrons and
atomic magnetic moments are separable [16] | usually
between 10 100 fs. In this time-scale, the applicabil-
ity of the atomistic LLG equation must be scrutinized
in great detail. In particular, in its common formula-
tion, it does not account for creation of magnetic inertia
[17], compared to its classical mechanical counterpart of
a gyroscope. At short times, the rotation axis of the
gyroscope do not coincide with the angular momentum
axis due to a \fast" external force. This results in a
superimposed precession around the angular-momentum
and the gravity eld axis; the gyroscope nutates. It is
expected for magnetisation dynamics that atomic mag-
netic moments behave in an analogous way on ultrafast
timescales [17, 18] (Fig. 1).
Conceptional thoughts in terms of \magnetic mass"
of domain walls were already introduced theoretically by
D oring [19] in the late 50's and evidence was found ex-
perimentally by De Leeuw and Robertson [20]. More
recently, nutation was discovered on a single-atom mag-
netic moment trajectory in a Josephson junction [21{23]
B
precession conenutation cone
mFIG. 1. (Color online) Schematic gure of nutation in the
atomistic magnetic moment evolution. The magnetic moment
m(red arrow) evolves around an eective magnetic eld B
(gray arrow) by a superposition of the precession around the
eld (bright blue line) and around the angular momentum
axis (dark blue line). The resulting trajectory (gray line)
shows an elongated cycloid.
due to angular momentum transfer caused by an elec-
tron spin
ip. From micromagnetic Boltzman theory,
Ciornei et al. [18, 24] derived a term in the extended
LLG equation that addresses \magnetic mass" scaled by
the moment of inertia tensor . This macroscopic model
was transferred to atomistic magnetization dynamics and
applied to nanostructures by the authors of Ref. 17, and
analyzed analytically in Ref. 25 and Ref. 26. Even in the
dynamics of Skyrmions, magnetic inertia was observed
experimentally [27].
Like the Gilbert damping , the moment of inertia ten-
sorhave been considered as a parameter in theoretical
investigations and postulated to be material specic. Re-
cently, the latter was experimentally examined by Li et
al. [28] who measured the moment of inertia for Ni 79Fe21
and Co lms near room temperature with ferromagnetic
resonance (FMR) in the high-frequency regime (aroundarXiv:1607.01307v1 [cond-mat.mtrl-sci] 5 Jul 20162
200 GHz). At these high frequencies, an additional sti-
ening was observed that was quadratic in the probing fre-
quency!and, consequently, proportional to the moment
of inertia=. Here, the lifetime of the nutation
was determined to be in the range of = 0:12 0:47 ps,
depending not only on the selected material but also on
its thickness. This result calls for a proper theoretical
description and calculations based on ab-initio electronic
structure footings.
A rst model was already provided by Bhattacharjee
et al. [29], where the moment of inertia was derived
in terms of Green's functions in the framework of the
linear response theory. However, neither rst-principles
electronic structure-based numerical values nor a detailed
physical picture of the origin of the inertia and a poten-
tial coupling to the electronic structure was reported in
this study. In this Letter, we derive a model for the
moment of inertia tensor based on the torque-torque cor-
relation formalism [30, 31]. We reveal the basic electron
mechanisms for observing magnetic inertia by calculat-
ing numerical values for bulk itinerant magnets Fe, Co,
and Ni with both the torque-torque correlation model
and the linear response Green's function model [29]. In-
terestingly, our study elucidate also the misconception
about the sign convention of the moment of inertia [32].
The moment of inertia is dened in a similar way
as the Gilbert damping within the eective dissipation
eldBdiss[30, 33]. This ad hoc introduced eld is ex-
panded in terms of viscous damping @m=@tand magnetic
inertia@2m=@t2in the relaxation time approach [32, 34]
(see Supplementary Material). The o-equilibrium mag-
netic state induces excited states in the electronic struc-
ture due to spin-orbit coupling. Within the adiabatic
limit, the electrons equilibrate into the ground state at
certain time scales due to band transitions [35]. If this
relaxation time is close to the adiabatic limit, it will
have two implications for magnetism: i)magnetic mo-
ments respond in a inert fashion, due to formation of
magnetism, ii)the kinetic energy is proportional to mu2=2
with the velocity u=@m=@tand the \mass" m of mag-
netic moments, following equations of motion of classical
Newtonian mechanics. The inertia forces the magnetic
moment to remain in their present state, represented in
the Kambersky model by = (Ref. 32 and 34);
theraison d'etre of inertia is to behave opposite to the
Gilbert damping.
In experiments, the Gilbert damping and the moment
of inertia are measurable from the diagonal elements of
the magnetic response function via ferromagnetic res-
onance [31] (see Supplementary Material)
=!2
0
!Mlim
!!0=?
!(1)
=1
2!2
0
!Mlim
!!0@!<?
! 1
!0; (2)
where!M=
Band!0=
B0are the frequencies re-lated to the internal eective and the external magnetic
eld, respectively. Thus, the moment of inertia is equal
to the change of the FMR peak position, say the rst
derivative of the real part of with respect to the prob-
ing frequency [29, 36]. Alternatively, rapid external eld
changes induced by spin-polarized currents lead also to
nutation of the macrospin [37].
Settingonab-initio footings, we use the torque-
torque correlation model, as applied for the Gilbert
damping in Ref. 30 and 35. We obtain (see Supplemen-
tary Material)
=g
msX
nmZ
T
nm(k)T
nm(k)Wnmdk (3)
= g~
msX
nmZ
T
nm(k)T
nm(k)Vnmdk; (4)
where; =x;y;z andmsis the size of the mag-
netic moment. The spin-orbit-torque matrix elements
Tnm=hn;kj[;Hsoc]jm;ki| related to the commuta-
tor of the Pauli matrices and the spin-orbit Hamilto-
nian | create transitions between electron states jn;ki
andjm;kiin bandsnandm. This mechanism is equal
for both, Gilbert damping and moment of inertia. Note
that the wave vector kis conserved, since we neglect non-
uniform magnon creation with non-zero wave vector. The
dierence between moment of inertia and damping comes
from dierent weighting mechanism Wnm;Vnm: for the
dampingWnm=R
(")Ank(")Amk(")d"where the elec-
tron spectral functions are represented by Lorentzian's
Ank(") centred around the band energies "nkand broad-
ened by interactions with the lattice, electron-electron
interactions or alloying. The width of the spectral func-
tion provides a phenomenological account for angular
momentum transfer to other reservoirs. For inertia, how-
ever,Vnm=R
f(") (Ank(")Bmk(") +Bnk(")Amk(")) d"
whereBmk(") = 2(" "mk)((" "mk)2 3 2)=((" "mk)2+ 2)3
(see Supplementary Material). Here, f(") and(") are
the Fermi-Dirac distribution and the rst derivative of it
with respect to ". Knowing the explicit form of Bmk, we
can reveal particular properties of the moment of inertia:
i)for !0 (!1 ),Vnm=2=("nk "mk)3. Sincen=m
is not excluded, ! 1 ; the perturbed electron system
will not relax back into the equilibrium. ii)In the limit
!1 (!0), the electron system equilibrates imme-
diately into the ground state and, consequently, = 0.
These limiting properties are consistent with the expres-
sion= . Eq. (4) also indicates that the time scale
is dictated by ~and, consequently, on a femto-second
time scale.
To study these properties, we performed rst-
principles tight binding (TB) calculations [38] of the
torque-correlation model as described by Eq. (4) as well
as for the Green's function model reported in Ref. 29.
The materials investigated in this letter are bcc Fe, fcc
Co, and fcc Ni. Since our magnetic moment is xed3
-1·10−3-5·10−405·10−41·10−3−ι(fs)
10−110+0
Γ (eV)Fe
Co
NiTorque
Green
10−21α10−410−21Γ (eV)
FIG. 2. (Color) Moment of inertia as a function of the band
width for bcc Fe (green dotes and lines), fcc Co (red dotes
and lines), and fcc Ni (blue dotes and lines) and with two
dierent methods: i)the torque-correlation method (lled
triangles) and the ii)Greens function method [29](lled cir-
cles). The dotted gray lines indicating the zero level. The
insets show the calculated Gilbert damping as a function of
. Lines are added to guide the eye. Notice the negative sign
of the moment of inertia.
in thezdirection, variations occur primarily in xory
and, consequently, the eective torque matrix element is
T =hn;kj[ ;Hsoc]jm;ki, where =x iy. The
cubic symmetry of the selected materials allows only di-
agonal elements in both damping and moment of inertia
tensor. The numerical calculations, as shown in Fig. 2,
give results that are consistent with the torque-torque
correlation model predictions in both limits, !0 and
!1 . Note that the latter is only true if we assume
the validity of the adiabatic limit up to = 0. It should
also be noted that Eq. (4) is only valid in the adiabatic
limit (>10 fs). The strong dependency on indicates,
however, that the current model is not a parameter-free
approach. Fortunately, the relevant parameters can be
extracted from ab-initio methods: e.g., is related ei-
ther to the electron-phonon self energy [39] or to electron
correlations [40].
The approximation = derived by F ahnle et
al. [32] from the Kambersk y model is not valid for all
. It holds for <10 meV, where intraband transi-
tions dominate for both damping and moment of inertia;
bands with dierent energies narrowly overlap. Here, the
moment of inertia decreases proportional to 1= 4up to a
certain minimum. Above the minimum and with an ap-
propriate large band width , interband transitions hap-
pen so that the moment of inertia approaches zero for
high values of . In this range, the relation =
used by Ciornei et al [18] holds and softens the FMR res-
onance frequency. Comparing qualitative the dierence
10−410−310−210−1−ι(fs)/α
510+02510+12510+22
τ(fs)
5·10−310−22·10−23·10−2
Γ (eV)−ι
αFIG. 3. (Color online) Gilbert damping (red dashed line),
moment of inertia (blue dashed line), and the resulting nu-
tation lifetime ==(black line) as a function of in the
intraband region for Fe bulk. Arrows indicating the ordinate
belonging of the data lines. Notice the negative sign of the
moment of inertia.
between the itinerant magnets Fe, Co and Ni, we obtain
similar features in andvs. , but the position of the
minimum and the slope in the intraband region varies
with the elements: min= 5:910 3fs 1at = 60 meV
for bcc Fe, min= 6:510 3fs 1at = 50 meV for fcc
Co, andmin= 6:110 3fs 1at = 80 meV for fcc Ni.
The crossing point of intra- and interband transitions for
the damping was already reported by Gilmore et al. [35]
and Thonig et al. [41]. The same trends are also repro-
duced by applying the Green's function formalism from
Bhattacharjee et al. [29] (see Fig. 2). Consequently, both
methods | torque-torque correlation and the linear re-
sponse Green's function method | are equivalent as it
can also be demonstrated not only for the moment of
inertia but also for the Gilbert damping (see Supple-
mentary Material)[41]. In the torque-torque correlation
model (4), the coupling denes the width of the en-
ergy window in which transitions Tnmtake place. The
Green function approach, however, provides a more ac-
curate description with respect to the ab initio results
than the torque-torque correlation approach. This may
be understood from the fact that a nite broadens and
slightly shifts maxima in the spectral function. In par-
ticular, shifted electronic states at energies around the
Fermi level causes dierences in the minimum of in both
models. Furthermore, the moment of inertia can be re-
solved by an orbital decomposition and, like the Gilbert
damping, scales quadratically with the spin-orbit cou-
pling, caused by the torque operator ^Tin Eq. (4). Thus,
one criteria for nding large moments of inertia is by hav-
ing materials with strong spin-orbit coupling.
In order to show the region of where the approxi-
mation= holds, we show in Fig. 3 calculated
values of,, and the resulting nutation lifetime for a
selection of that are below min. According to the data
reported in Ref. 28, this is a suitable regime accessible4
for experiments. To achieve the room temperature mea-
sured experimental values of = 0:12 0:47 ps, we have
furthermore to guarantee that >> . An appropriate
experimental range is 5 10 meV, which is realistic
and caused, e.g., by the electron-phonon coupling. A nu-
tation lifetime of 0:25 0:1 ps is revealed for these
values of (see Fig. 3), a value similar to that found in ex-
periment. The aforementioned electron-phonon coupling,
however, is underestimated compared to the electron-
phonon coupling from a Debye model ( 50 meV) [42].
In addition, eects on spin disorder and electron corre-
lation are neglected, that could lead to uncertainties in
and hence discrepancies to the experiment. On the
other hand, it is not excluded that other second order
energy dissipation terms, Bdiss, proportional to ( @e=@t)2
will also contribute [32] (see Supplementary material).
The derivation of the moment of inertia tensor from the
Kambersk y model and our numerics corroborates that
recently observed properties of the Gilbert damping will
be also valid for the moment of inertia: i)the moment
of inertia is temperature dependent [41, 43] and decays
with increasing phonon temperature, where the later usu-
ally increase the electron-phonon coupling in certain
temperature intervals [42]; ii)the moment of inertia is
a tensor, however, o-diagonal elements for bulk mate-
rials are negligible small; iii)it is non-local [36, 41, 44]
and depends on the magnetic moment [45{47]. Note that
the sign change of the moment of inertia also eects the
dynamics of the magnetic moments (see Supplementary
Material).
The physical mechanism of magnetic moment of inertia
becomes understandable from an inspection of the elec-
tron band structure (see Fig. 4 for fcc Co, as an example).
The model proposed here allows to reveal the inertia k-
and band-index nresolved contributions (integrand of
Eq. (4)). Note that we analyse for simplicity and clarity
only one contribution, AnBm, in the expression for Vnm.
As Fig. 4 shows the contribution to Vnmis signicant only
for specic energy levels and specic k-points. The g-
ure also shows a considerable anisotropy, in the sense that
magnetisations aligned along the z- or y-directions give
signicantly dierent contributions. Also, a closer in-
spection shows that degenerate or even close energy levels
nandm, which overlap due to the broadening of energy
levels, e.g. as caused by electron-phonon coupling, , ac-
celerate the relaxation of the electron-hole pairs caused
by magnetic moment rotation combined with the spin
orbit coupling. This acceleration decrease the moment
of inertia, since inertia is the tendency of staying in a
constant magnetic state. Our analysis also shows that
the moment of inertia is linked to the spin-polarization
of the bands. Since, as mentioned, the inertia preserves
the angular momentum, it has largest contributions in
the electronic structure, where multiple electron bands
with the same spin-polarization are close to each other
(cf. Fig. 4 c). However, some aspects of the inertia,
-4-3-2-10E−EF(eV)
-4-3-2-10E−EF(eV)
ι<0
ι>0
-4-3-2-10E−EF(eV)
Γ H N
k(a−1
0)(a)
(b)
(c)y
z
FIG. 4. (Color online) Moment of inertia in the electron band
structure for bulk fcc Co with the magnetic moment a) in y
direction and b) in zdirection. The color and the intensity
indicates the sign and value of the inertia contribution (blue
- <0; red - >0; yellow - 0). The dotted gray line
is the Fermi energy and is 0 :1 eV. c) Spin polarization of
the electronic band structure (blue - spin down; red - spin up;
yellow - mixed states).
e.g. being caused by band overlaps, is similar to the
Gilbert damping [48], although the moment of inertia is
a property that spans over the whole band structure and
not only over the Fermi-surface. Inertia is relevant in
the equation of motion [17, 35] only for &0:1 ps and
particularly for low dimensional systems. Nevertheless,
in the literature there are measurements, as reported in
Ref. 37, where the inertia eects are present.
In summary, we have derived a theoretical model for
the magnetic moment of inertia based on the torque-
torque correlation model and provided rst-principle
properties of the moment of inertia that are compared
to the Gilbert damping. The Gilbert damping and the
moment of inertia are both proportional to the spin-
orbit coupling, however, the basic electron band struc-5
ture mechanisms for having inertia are shown to be dif-
ferent than those for the damping. We analyze details
of the dispersion of electron energy states, and the fea-
tures of a band structure that are important for having
a sizable magnetic inertia. We also demonstrate that
the torque correlation model provides identical results
to those obtained from a Greens functions formulation.
Furthermore, we provide numerical values of the moment
of inertia that are comparable with recent experimen-
tal measurements[28]. The calculated moment of inertia
parameter can be included in atomistic spin-dynamics
codes, giving a large step forward in describing ultrafast,
sub-ps processes.
Acknowledgements The authors thank Jonas Frans-
son and Yi Li for fruitful discussions. The support of
the Swedish Research Council (VR), eSSENCE and the
KAW foundation (projects 2013.0020 and 2012.0031) are
acknowledged. The computations were performed on re-
sources provided by the Swedish National Infrastructure
for Computing (SNIC).
danny.thonig@physics.uu.se
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2006.14949v1.Stability_of_a_star_shaped_network_with_local_Kelvin_Voigt_damping_and_non_smooth_coefficient_at_interface.pdf | arXiv:2006.14949v1 [math.AP] 24 Jun 2020STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT
DAMPING AND NON-SMOOTH COEFFICIENT AT INTERFACE
FATHI HASSINE
Abstract. In this paper, we study the stability problem of a star-shape d network of elastic strings
with a local Kelvin-Voigt damping. Under the assumption tha t the damping coefficients have some
singularities near the transmission point, we prove that th e semigroup corresponding to the system
is polynomially stable and the decay rates depends on the spe ed of the degeneracy. This result
improves the decay rate of the semigroup associated to the sy stem on an earlier result of Z. Liu
and Q. Zhang in [20] involving the wave equation with local Ke lvin-Voigt damping and non-smooth
coefficient at interface.
Contents
1. Introduction 1
2. Well-posedness 4
3. Strong stability 5
4. Polynomial stability 7
References 14
1.Introduction
We consider one-dimensional wave propagation through N+1 edges (with N≥1) consisting of
an elastic and a Kelvin-Voigt medium all connected to one tra nsmission point. The later material
is a viscoelastic material having the properties both of ela sticity and viscosity. More precisely we
consider the following initial and boundary-value problem
(1.1)
¨u0(x,t)−u′′
0(x,t) = 0 ( x,t)∈(0,ℓ0)×(0,+∞),
¨uj(x,t)−/bracketleftbig
u′
j(x,t)+dj(x)˙u′
j(x,t)/bracketrightbig′= 0 (x,t)∈(0,ℓ1)×(0,+∞), j= 1,...,N,
uj(ℓj,t) = 0 t∈(0,+∞), j= 0,...,N,
u0(0,t) =···=uN(0,t) t∈(0,+∞),
u′
0(0,t)+N/summationdisplay
j=1u′
j(0,t)+dj(0)˙u′
j(0,t) = 0t∈(0,+∞),
uj(x,0) =u0
j(x),˙uj(x,0) =u1
j(x) x∈(0,ℓj), j= 0,...,N,
where the point stands for the time derivative and the prime s tands for the space derivative, uj:
[0,ℓj]×[0,+∞[−→Rforj= 0,...,Nare the displacement of the of the string of length ℓjand the
coefficient damping djis assumed to be a non-negative function.
The natural energy of system (1.1) is given by
E(t) =1
2N/summationdisplay
j=0/integraldisplayℓj
0/parenleftbig
|˙uj(x,t)|2+|u′
j(x,t)|2/parenrightbig
dx
and it is dissipated according to the following law
d
dtE(t) =−N/summationdisplay
j=1/integraldisplayℓj
0dj(x)|˙u′
j(x,t)|2dx,∀t >0.
2010Mathematics Subject Classification. 35B35, 35B40, 93D20.
Key words and phrases. Network of strings, Kelvin-Voigt damping, non-smooth coeffi cient.
12 FATHI HASSINE
The stability of this model was intensively studied in this l ast two decades:
On high dimensional case: Liu and Rao [19] proved the exponen tial decay of the energy providing
that the damping region is a neighborhood of the whole bounda ry, and further restrictions are
imposed on the damping coefficient. Next, this result was gene ralized and improved by Tebou [25]
when damping is localized in a suitable open subset, of the do main under consideration, which
satisfies the piecewise multipliers condition of Liu. He sho ws that the energy of this system decays
polynomially when the damping coefficient is only boundedmea surable, and it decays exponentially
when the damping coefficient as well as its gradient are bounde d measurable, and the damping
coefficient further satisfies a structural condition. Recent ly, Using Carleman estimates Ammari et
al. [2] show a logarithmic decay rate of the semigroup associ ated to the system when the damping
coefficient is arbitrary localized. Next, Burq generalized t his result in [7]. This author shows also a
polynomial decay rate of the semigroup when the damping regi on verifying some geometric control
condition of order equal to1
2and of order equal to1
4for a cubic domain with eventual degeneracy
on the coefficient damping in case of dimension 2.
In case of the interval (or when N= 1): It is well known that the Kelvin-Voigt damping is much
stronger than the viscous damping in the sens that if the enti re medium is of the Kelvin-Voigt type,
thedampingforthewave equation not onlyinducesexponenti al energydecay butalsotheassociated
to semigroup is analytic [14]; while the entire medium of the viscous type, the associate semigroup
is only exponential stable [8] and does not have any smoothin g property since the spectrum of the
semigroup generator has a vertical asymptote on the left han d side of the imaginary axes of the
complex plane. When the damping is localized (i.e., distrib uted only on the proper subset of the
spatial domain), such a comparison is not valid anymore. Whi le the local viscous damping still
enjoys the exponential stability as long as the damped regio n contains an interval of any size in the
domain, the local KelvinVoigt damping doesn’t follow the sa me analogue. Chen et al. [9] proved
lack of the exponential stability when the damping coefficien t is a step function. This unexpected
result reveals that the KelvinVoigt damping does not follow the ”geometric optics” condition (see
[5]). And Liu and Rao [18] proved that the solution of this mod el actually decays at a rate of
t−2. The optimality of this order was proven by Alves et al. in [1] . In 2002, it was shown in [16]
that exponential energy decay still holds if the damping coe fficient is smooth enough. Later, the
smoothness condition was weakened in [26] and satisfies the f ollowing condition
a′(0) = 0,/integraldisplayx
0|a′(s)|2
a(s)ds≤C|a′(x)| ∀x∈[0,1].
Thisindicates that theasymptotic behaviorof thesolution dependsontheregularity ofthedamping
coefficient function, which is not the case for the viscous dam ping model. Renardy [24] in 2004
proved that thereal partof theeigenvalues arenot boundedb elow ifthedampingcoefficient behaves
likexαwithα >1near theinterface x= 0. Underthis samecondition Liuet al. [17] proved that the
solution of the system is eventually differentiable which als o guarantees the exponential stability
since there is no spectrum on the imaginary axis and the syste m is dissipative. In 2016, Under
the assumption that the damping coefficient has a singularity at the interface of the damped and
undamped regions and behaves like xαwithα∈(0,1) near the interface, [20] proved that the
semigroup corresponding to the system is polynomially stab le and the decay rate depends on the
parameter α.
In case of multi-link structure: In [10] we proved that the se migroup is polynomially stable
when the coefficient damping is piecewise function with an opt imal decay rate equal to 2 (we refer
also to [11] for the case of transmission Euler-Bernoulli pl ate and wave equation with a localized
Kelvin-Voigt damping). Recently, Ammari et al. [3] conside r the tree of elastic strings with local
Kelvin-Voigt damping. They proved under some assumptions o n the smoothness of the damping
coefficients, say W2,∞, and some other considerations that the semigroup is expone ntially stable
if the damping coefficient is continuous at every node of the tr ee and otherwise it is polynomially
stable with a decay rate equal to 2.
In light of all the above results it is obvious to say that the a symptotic behavior of the solution
to system (1.1) depends on the regularity on the damping coeffi cient function. In this paper we
want to generalize and improve the polynomial decay rate giv en by Liu and Zhang in [20] when theSTABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 3
damping coefficient has a singularity at the interface and beh aves like xαwithα∈(0,1). Precisely,
we make the following assumptions: For every j= 1,...,N
•There exist aj, bj∈[0,ℓj] withaj< bjsuch that
(A 1.2) [ aj,bj]⊂supp(dj) and dj∈L∞(0,ℓj).
•There exist αj∈(0,1) andκj≥0 such that
(A 1.3) lim
x→0+dj(x)
xαj=κj.
•There exists ηj∈[0,1) such that
(A 1.4) lim
x→0+xd′
j(x)
dj(x)=ηj.
Remark 1.1. The typical example of functions djthat satisfies assumptions (A 1.2),(A 1.3)and
(A 1.4), is when dj(x) =xαjwithαj∈(0,1)for every j= 1,...,N. An interesting example too
is when we take dj(x) =xα′
j|ln(x)|βjwithα′
j∈(0,1)andβj>0in this case assumptions (A 1.2),
(A 1.3)and(A 1.4)are satisfied with κj= 0,αj=α′
j−εjfor all0< εj< α′
jandηj=α′
j.
LetH=V×N/productdisplay
j=0L2(0,ℓj) be the Hilbert space endowed with the inner product define fo r (u,v) =
((uj)j=0,...,N,(vj)j=0,...,N)∈ Hand (˜u,˜v) = ((˜uj)j=0,...,N,(˜vj)j=0,...,N)∈ Hby
/an}bracketle{t(u,v),(˜u,˜v)/an}bracketri}htH=N/summationdisplay
j=0/integraldisplayℓj
0u′
j(x).˜u′
j(x)dx+/integraldisplayℓj
0vj(x).˜vj(x)dx,
whereVis the Hilbert space defined by
V=
(uj)j=0,...,N∈N/productdisplay
j=0H1(0,ℓj) :uj(ℓj) = 0∀j= 0,...,N;u0(0) =···=uN(0)
.
By setting U(t) = ((uj(t))j=0,...,N,(vj(t))j=0,...,N) andU0=/parenleftig
(u0
j)j=0,...,N,(u1
j)j=0,...,N/parenrightig
we can
rewrite system (1.1) as a first order differential equation as f ollows
(1.11) ˙U(t) =AU(t), U(0) =U0∈ D(A),
where
A((uj)j=0,...,N,(vj)j=0,...,N) =/parenleftbig
(vj)j=0,...,N,(u′′
0,[u′
1+d1v′
1]′,...,[u′
N+dNv′
N]′)/parenrightbig
,
with
D(A) =/braceleftbigg
((uj)j=0,...,N,(vj)j=0,...,N)∈ H: (vj)j=0,...,N∈V;u′′
0∈L2(0,ℓ0);
[u′
j+djv′
j]′∈L2(0,ℓj)∀j= 1,...,N;u′
0(0)+N/summationdisplay
j=1u′
j(0)+dj(0)v′
j(0) = 0/bracerightbigg
.
Theorem 1.1. Assume that for j= 1,...,Nthe coefficient functions dj∈ C([0,ℓj])∩ C1((0,ℓj))
are such that conditions (A 1.2),(A 1.3)and(A 1.4)hold. Then, the semigroup etAassociated to
system(1.1)(see Proposition 2.1) is polynomially stable precisely we h ave: There exists C >0such
that
/bardbletAU0/bardblH≤C
(t+1)2−α
1−αk/vextenddouble/vextenddoubleU0/vextenddouble/vextenddouble
D(Ak)∀U0=/parenleftbig
(u0
j)j=0,...,N,(u1
j)j=0,...,N/parenrightbig
∈ D(Ak)∀t≥0,
whereα= min{α1,...,α N}.4 FATHI HASSINE
Remark 1.2. This theorem reveals that the stability order of the semigrou petAassociated to problem
(1.1)depends on the behavior of the damping coefficients djdescribed by the parameters αjfor
j= 1,...,N. This result improves the decay rate of the energy given in [20]from1
1−αto2−α
1−α
and make it more meaningful in fact, as αgoes to1−the order of polynomial stability2−α
1−αgoes to
∞which is consistent with the exponential stability when α= 1(see[3, 20, 16, 20] ) and as αgoes
to0+the order of polynomial stability2−α
1−αgoes to2which is consistent with the optimal order
stability when α= 0(see[1, 10, 18] ).
Remark 1.3. When the coefficient functions djbehave polynomially near 0asxαjwith0< αj<1
then from Theorem 1.1 the semigroup etAdecays polynomially with the decay rate given above in
the theorem. Moreover, when djdecay faster than xαjand slower than xαj+εfor allε >0this can
may be seen for instance with the example of dj(x) =xαj|ln(x)|βjwithβj>0then according to
Remark 1.1 the semigroup etAdecays polynomially with the decay rate equal to2−α+ε
1−α+εfor each
ε∈(0,α)whereα= min{α1,...,α N}. Consequently, this decay rate is worse than if the coefficient
functions djbehave near 0likexαjand better than if the coefficient functions djbehave near 0like
xα′
jfor anyα′
j>0such that α′
j< αj.
This article is organized as follows. In section 2, we prove t he well posedness of system (1.1). In
section 3, we show that the semigroup associated to the gener atorAis strongly stable . In section
4, we prove the polynomial decay rate given by Theorem 1.1.
2.Well-posedness
In this section we use the semigroup approach to prove the wel l-posedness of system (1.1).
Proposition 2.1. Assume that condition (A 1.2)holds. Then Agenerates a C0-semigroup of
contractions etAon the Hilbert space H.
Proof.For any ( u,v) =/parenleftbig
(uj)j=0,...,N,(vj)j=0,...,N/parenrightbig
∈ D(A), we have
/an}bracketle{tA(u,v),(u,v)/an}bracketri}htH=−N/summationdisplay
j=1/integraldisplayℓj
0dj(x)|∂xvj(x)|2dx.
This shows that the operator Ais dissipative.
Given (f,g) =/parenleftbig
(fj)j=0,...,N,(gj)j=0,...,N/parenrightbig
∈ Hwe look for ( u,v) =/parenleftbig
(uj)j=0,...,N,(vj)j=0,...,N/parenrightbig
∈ D(A)
such that A(u,v) = (f,g), this is also written
vj=fj∀j= 0,...,N,
u′′
0=g0,
(u′
j+djv′
j)′=gj∀j= 1,...,N,
uj(ℓj) = 0∀j= 0,...,N,
u0(0) =···=uN(0),
u′
0(0)+N/summationdisplay
j=1u′
j(0)+dj(0)v′
j(0) = 0,
or equivalently
(2.2)
vj=fj∀j= 0,...,N,
u′′
0=g0,
u′′
j=gj−(djf′
j)′∀j= 1,...,N,
uj(ℓj) = 0∀j= 0,...,N,
u0(0) =···=uN(0),
u′
0(0)+N/summationdisplay
j=1u′
j(0)+dj(0)f′
j(0) = 0.STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 5
For this aim we set the continuous coercive and bi-linear for m inV
L(u,˜u) =N/summationdisplay
j=0/integraldisplayℓj
0u′
j.˜u′
jdx.
By Lax-Milligram theorem there exists a unique element ( uj)j=0,...,N∈Vsuch that
(2.3)N/summationdisplay
j=0/integraldisplayℓj
0u′
j.˜u′
jdx=−N/summationdisplay
j=1/integraldisplayℓj
0djf′
j.˜u′
jdx−N/summationdisplay
j=0/integraldisplayℓj
0gj.˜ujdx.
It follows that by taking (2.3) in the sens of distribution th at∂2
xu0=g0inL2(0,ℓ0) andu′′
j=
gj−[djf′
j]′inL2(0,ℓj) for all j= 1,...,N. Back again to (2.3) and integrating by parts we find
thatu′
0(0)+N/summationdisplay
j=1u′
j(0)+dj(0)f′
j(0) = 0. This prove that the operator Ais surjective. Moreover, by
multiplying the second line by u1of (2.2) and the third line by ujand integrating over (0 ,ℓ0) and
(0,ℓj) respectively and summing up then by Poincar´ e inequality a nd Cauchy-Schwarz inequality we
find that there exists a constant C >0 such that
N/summationdisplay
j=0/integraldisplayℓj
0|u′
j|2dx≤C
N/summationdisplay
j=0/integraldisplayℓj
0|f′
j|2dx+N/summationdisplay
j=0/integraldisplayℓj
0|gj|2dx
which combined with the first line of (2.2) leads to
N/summationdisplay
j=0/integraldisplayℓj
0|u′
j|2dx+N/summationdisplay
j=0/integraldisplayℓj
0|vj|2dx≤C
N/summationdisplay
j=0/integraldisplayℓj
0|f′
j|2dx+N/summationdisplay
j=0/integraldisplayℓj
0|gj|2dx
.
This implies that 0 ∈ρ(A) and by contraction principle, we easily get R(λ−A) =Hfor sufficient
smallλ >0. Since D(A) is dense in Hthen thanks to Lumer-Phillips theorem [22, Theorem 1.4.3],
Agenerates a C0-semi-group of contractions on H. /square
As a consequence of Proposition 2.1 we have the following wel l-posedness result of system (1.1).
Corollary 2.1. For any initial data U0∈ H, there exists a unique solution U(t)∈ C([0,+∞[,H)
to the problem (1.11). Moreover, if U0∈ D(A), then
U(t)∈ C([0,+∞[,D(A))∩C1([0,+∞),H).
3.Strong stability
The aim of this section is to prove that the semi-group genera ted by the operator Ais strongly
stable. In another words this means that the energy of system (1.1) degenerates over the time to
zero.
Lemma 3.1. Assume that condition (A 1.2)holds. Then for every λ∈Rthe operator (iλ−A)is
injective.
Proof.Since 0∈ρ(A) (according to the proof of Theorem 2.3), we only need to chec k that for every
λ∈R∗we have ker( iλI−A) ={0}. Letλ/ne}ationslash= 0 and ( u,v) =/parenleftbig
(uj)j=0,...,N,(vj)j=0,...,N/parenrightbig
∈ D(A) such
that
(3.2) A(u,v) =iλ(u,v)
Taking the real part of the inner product in Hof (3.2) with ( u,v) and using the dissipation of A,
we get
Reiλ/bardbl(u,v)/bardbl2
H= Re/an}bracketle{tA(u,v),(u,v)/an}bracketri}htH=−N/summationdisplay
j=1/integraldisplayℓj
0dj(x)|v′
j(x)|2dx= 0,
which implies that
(3.3) djv′
j= 0 inL2(0,ℓj),∀j= 1,...,N.6 FATHI HASSINE
Inserting (3.3) into (3.2), we obtain
(3.4)
iλuj=vj in (0,ℓj), j= 0,...,N,
λ2uj+u′′
j= 0 in (0 ,ℓj), j= 0,...,N,
uj(ℓj) = 0 j= 0,...,N,
u1(0) =···=uN(0)
N/summationdisplay
j=0u′
j(0) = 0
Combining (3.3) with the first line of (3.4), we get
u′
j= 0 a.e in [ aj,bj]∀j= 1,...,N.
Sinceuj∈H2(0,ℓj) then following to the embedding H1(0,ℓj)֒→C0(0,ℓj) we have
(3.5) u′
j≡0 in [aj,bj]∀j= 1,...,N.
Which by the second line of (3.4) leads to
uj≡0 in [aj,bj]∀j= 1,...,N.
So for every j= 1,...,N,ujandvjare solution to the following problem
iλuj=vj in (0,ℓj),
λ2uj+u′′
j= 0 in (0 ,ℓj),
uj(aj) =u′
j(aj) = 0,
and this clearly gives that uj=vj≡0 in (0,ℓj) for every j= 1,...,N. Following to system (3.4)
we have then
(3.6)
iλu0=v0 in (0,ℓ0),
λ2u0+u′′
0= 0 in (0 ,ℓ0)
u0(ℓ0) =u′
0(ℓ0) = 0
which gives also that u0=v0≡0 in (0,ℓ0). This shows that ( u,v) = (0,0) and consequently
(iλI−A) is injective for all λ∈R. /square
Lemma 3.2. Assume that condition (A 1.2)holds. Then for every λ∈Rthe operator (iλ−A)is
surjective.
Proof.Since 0∈ρ(A) (see proof of Theorem 2.3), we only need to check that for eve ryλ∈R∗we
haveR(iλI−A) =H. Letλ/ne}ationslash= 0, then given ( f,g) =/parenleftbig
(fj)j=0,...,N,(gj)j=0,...,N/parenrightbig
∈ Hwe are looking
for (u,v) =/parenleftbig
(uj)j=0,...,N,(vj)j=0,...,N/parenrightbig
D(A) such that
(3.8) ( iλI−A)(u,v) = (f,g),
or equivalently
(3.9)
vj=iλuj−fj in (0,ℓj), j= 0,...,N,
−λ2u0−u′′
0=iλf0+g0 in (0,ℓ0),
−λ2uj−(u′
j+iλdjuj′)′=iλfj+gj−(djf′
j)′in (0,ℓj), j= 1,...,N.
We define for all u= ((uj)j=0,...,N/parenrightbig
∈Vthe operator
Au=/parenleftbig
−u′′
0,−(u′
1+iλdju′
1)′,...,−(u′
N+iλdNu′
N)′/parenrightbig
.
Thanks to Lax-Milgram’s theorem [15, Theorem 2.9.1], it is e asy to show that Ais an isomorphism
fromVintoV′(whereV′is the dual space of Vwith respect to the pivot space H). Then the
second ant the third line of (3.9) can be written as follows
(3.10) u−λ2A−1u=A−1/parenleftbig
iλf0+g0,iλf1+g1−(d1f′
1)′,...,iλf N+gN−(dNf′
N)′/parenrightbig
.
Ifu∈ker(I−λA−1), then we obtain
(3.11)/braceleftbiggλ2u0+u′′
0= 0 in (0 ,ℓ0),
λ2uj+(u′
j+iλdju′
j)′= 0 in (0 ,ℓj), j= 1,...,N.STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 7
Forj= 1,...,Nwe multiply each line of (3.11) by ujand integrating over (0 ,ℓj) and summing up
(3.12) λ2N/summationdisplay
j=0/integraldisplayℓj
0|uj|2dx−N/summationdisplay
j=0/integraldisplayℓj
0|u′
j|2dx−iλN/summationdisplay
j=1/integraldisplayℓj
0dj|u′
j|2dx= 0.
By taking the imaginary part of (3.12) we get
N/summationdisplay
j=1/integraldisplayℓj
0dj|u′
j|2dx= 0.
This means that dju′
j= 0 in (0 ,ℓj) for alli= 1,...,N, which inserted into (3.11) one gets
λ2uj+u′′
j= 0 in (0 ,ℓj), j= 0,...,N.
Then using the same arguments as proof of Lemma 3.1 we find that u= 0. Hence, we proved
that ker( I−λ2A−1) ={0}. Besides, thanks to the compact embeddings V ֒→HandH ֒→V′
the operator A−1is compact in V. So that, following to Fredholm’s alternative, the operato r
(I−λ2A−1) is invertible in V. Therefore, equation (3.10) have a unique solution in V. Thus, the
operator iλI−Ais surjective. This completes the proof. /square
Thanks to Lemmas 3.1 and 3.2 and the closed graph theorem we ha veσ(A)∩iR=∅. This with
Arendt and Batty [4] result following to which a C0-semi-group of contractions in a Banach space
is strongly stable, if ρ(A)∩iRcontains only a countable number of continuous spectrum of Alead
to the following
Theorem 3.1. Assume that condition (A 1.2)holds. Then the semigroup (etA)t≥0is strongly stable
in the energy space Hi.e.,
lim
t→+∞/bardbletAU0/bardblH= 0,∀U0∈ H.
4.Polynomial stability
In this section, we prove Theorem 1.1. The idea is to estimate the energy norm and boundary
terms at the interface by the local viscoelastic damping. Th e difficulty is to deal with the higher
orderboundarytermattheinterfacesothattheenergyon(0 ,ℓ0)canbecontrolledbytheviscoelastic
damping on (0 ,ℓj) for every j= 1,...,N. Our proof is based on the following result
Proposition 4.1. [6, Theorem 2.4] LetetBbe a bounded C0-semi-group on a Hilbert space Xwith
generator Bsuch that iR∈ρ(A). ThenetBis polynomially stable with order1
γi.e. there exists
C >0such that
/bardbletBu/bardblX≤C
t1
γ/bardblu/bardblD(B)∀u∈ D(B)∀t≥0,
if and only if
limsup
|λ|→∞/bardblλ−γ(iλI−B)−1/bardblX<∞.
According to Proposition 4.1 we shall verify that for α= min{α1,...,α N}andγ=1−α
2−αthere
existsC0>0 such that
(4.1)
inf
/bardbl((uj)j=0,...,N,(vj)j=0,...,N)/bardblH=1
λ∈Rλγ/bardbliλ((uj)j=0,...,N,(vj)j=0,...,N)−A((uj)j=0,...,N,(vj)j=0,...,N)/bardblH≥C0.
Suppose that (4.1) fails then there exist a sequence of real n umbersλnand a sequence of functions
(un,vn)n∈N=/parenleftbig
(u0,n,...,u N,n),(v0,n,...,vN,n)/parenrightbig
n∈N⊂ D(A) such that
λn−→ ∞asn−→ ∞, (4.2)/vextenddouble/vextenddouble(un,vn)/vextenddouble/vextenddouble= 1, (4.3)
λγ
n/bardbliλn(un,vn)−A(un,vn)/bardblH=o(1). (4.4)8 FATHI HASSINE
Since, we have
(4.5) λγ
nRe/an}bracketle{tiλ(un,vn)−A(un,vn),(un,vn)/an}bracketri}ht=λγ
nn/summationdisplay
j=1/integraldisplayℓj
0dj|v′
j,n|2dx
then using (4.3) and (4.4) we obtain
(4.6)n/summationdisplay
j=1/bardbld1
2
jv′
j,n/bardblL2(0,ℓj)=o(λ−γ
2n).
Following to (4.4) we have
λγ
n(iλnuj,n−vj,n) =fj,n−→0 inH1(0,ℓj), j= 0,...,N, (4.7)
λγ
n(iλnv0,n−u′′
0,n) =g0,n−→0 inL2(0,ℓ0), (4.8)
λγ
n(iλnvj,n−T′
j,n) =gj,n−→0 inL2(0,ℓj), j= 1,...,N, (4.9)
with the transmission conditions
u0,n(0) =···=uN,n(0), (4.10)
u′
0,n(0)+N/summationdisplay
j=1Tj,n(0) = 0, (4.11)
where for j= 1,...,Nwe have denoted by
(4.12) Tj,n=u′
j,n+djv′
j,n= (1+iλndj)u′
j,n−λ−γ
ndjf′
j,n.
By (4.6) and (4.7) we find
(4.13)n/summationdisplay
j=1/bardbld1
2
ju′
j,n/bardblL2(0,ℓj)=o(λ−γ
2−1
n).
One multiplies (4.8) by ( x−ℓ0)u′
0,nintegrating by parts over the interval (0 ,ℓ0) and use (4.3) and
(4.7) we get
(4.14)/integraldisplayℓ0
0/parenleftbig
|u′
0,n|2+|v0,n|2/parenrightbig
dx−ℓ0/parenleftbig
|u′
0,n(0)|2+|v0,n(0)|2/parenrightbig
=o(1).
We multiply (4.9) by vj,nforj= 1,...,Nand (4.8) by v0,nthen integrating over (0 ,ℓj) forj=
0,...,Nand summing up to get
(4.15) iλγ+1
nN/summationdisplay
j=0/bardblvj,n/bardbl2
L2(0,ℓj)+λγ
nN/summationdisplay
j=0/an}bracketle{tu′
j,n,v′
j,n/an}bracketri}htL2(0,ℓj)+λγ
nN/summationdisplay
j=1/bardbld1
2
jv′
j,n/bardblL2(0,ℓj)=o(1).
We take the inner product of (4.7) with uj,ninH1(0,ℓj) forj= 0,...,Nand summing up,
(4.16) iλγ+1
nN/summationdisplay
j=0/bardblu′
j/bardbl2
L2(0,ℓj)−λγ
nN/summationdisplay
j=0/an}bracketle{tv′
j,n,u′
j,n/an}bracketri}htL2(0,ℓj)=o(1).
Adding (4.15) and (4.16) and taking the imaginary part of the equality then by (4.6) we arrive at
(4.17)N/summationdisplay
j=0/parenleftig
/bardblu′
j,n/bardblL2(0,ℓj)−/bardblvj,n/bardblL2(0,ℓj)/parenrightig
=o(1).
At this stage we recall the following Hardy type inequalitie s
Lemma 4.1. [21, Theorem 3.8] LetL >0anda: [0,L]→R+be such that a∈ C([0,L])∩C1((0,L])
and satisfying
lim
x→+∞xa′(x)
a(x)=η∈[0,1).STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 9
Then there exists C(η,L)>0such that for all locally continuous function zon[0,L]satisfying
z(0) = 0 and/integraldisplayL
0a(x)|z′(x)|2dx <∞
the following inequality holds
/integraldisplayL
0a(x)
x2|z(x)|2dx≤C(η,L)/integraldisplayL
0a(x)|z′(x)|2dx.
Lemma 4.2. [20, Lemma 2.2] LetL >0andρ1, ρ2>0be two weight functions defied on (0,L).
Then the following conditions are equivalent:
(4.18)/integraldisplayL
0ρ1(x)|Tf(x)|2dx≤C/integraldisplayL
0ρ2(x)|f(x)|2dx,
and
K= sup
x∈(0,L)/parenleftbigg/integraldisplayL−x
0ρ1(x)dx/parenrightbigg/parenleftbigg/integraldisplayL
L−x[ρ2(x)]−1dx/parenrightbigg
<∞
whereTf(x) =/integraldisplayx
0f(s)dx. Moreover, the best constant Cin(4.18)satisfies K≤C≤2K.
Letβsuch that1−αj
2< β <1 for all j= 1,...,Nandδjare positive numbers that will be
specified later. Following to Lemmas 4.1 and 4.2 and assumpti ons (A 1.3) and (A 1.4) then for n
large enough
/bardblvj,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg≤max
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/braceleftigg
x1−β
dj(x)1
2/bracerightigg/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
j
x(xβvj,n)/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg
≤Cλ−δj(1−β−αj
2)
n/parenleftigg/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
jxβv′
j,n/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2([0,ℓj])+β/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
jxβ−1vj,n/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2([0,ℓj])/parenrightigg
≤Cλ−δj(1−β−αj
2)
n/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
jv′
j,n/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2([0,ℓj]). (4.21)
Performing the following calculation and uses (4.21) one fin ds
(4.22)
min
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg{|vj,n(x)|+|Tj,n(x)|} ≤√
2λδj
2n
/bardblvj,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg+/bardblTj,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg
≤√
2λδj
2n
/bardblvj,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg+/bardblu′
j,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg+/bardbldjv′
j,n/bardbl
L2/parenleftBigg/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg/parenrightBigg
≤Cλδj
2n/parenleftigg
λ−δj(1−β−αj
2)
n/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
jv′
j,n/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2([0,ℓj])+ max
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg{dj(x)−1
2}/bardbld1
2
ju′
j,n/bardblL2([0,ℓj])
+ max
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg{dj(x)1
2}/bardbld1
2
jv′
j,n/bardblL2([0,ℓj])/parenrightigg
≤Cλδj
2n/parenleftigg
λ−δj(1−β−αj
2)
n/vextenddouble/vextenddouble/vextenddouble/vextenddoubled1
2
jv′
j,n/vextenddouble/vextenddouble/vextenddouble/vextenddouble
L2([0,ℓj])+λδjαj
2n/bardbld1
2
ju′
j,n/bardblL2([0,ℓj])+λ−δjαj
2n/bardbld1
2
jv′
j,n/bardblL2([0,ℓj])/parenrightigg
.10 FATHI HASSINE
Inserting (4.6), (4.13) into (4.22), then we obtain
min
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg{|vj,n(x)|+|Tj,n(x)|}=/parenleftbigg
λ−δj(1−αj
2−β)−γ
2n +λδj
2(αj+1)−γ
2−1
n +λδj
2(1−αj)−γ
2n/parenrightbigg
o(1),
for every βsuch that1−αj
2< β <1 for every j= 1,...,N. Then we can choose βsuch that
−δj(1−αj
2−β)−γ
2<0 for every j= 1,...,N. Hence, as long as we choose δj>0 andγ >0
such that
(4.23)δj
2(αj+1)−γ
2−1≤0 andδj
2(1−αj)−γ
2≤0∀j= 1,...,N.
the following estimate holds
(4.24) min
x∈/bracketleftBigg
λ−δj
n
2,λ−δj
n/bracketrightBigg{|vj,n(x)|+|Tj,n(x)|}=o(1).
And consequently, we are able to find ξj,n∈/bracketleftbigg
λ−δj
n
2,λ−δjn/bracketrightbigg
such that
(4.25) |vj,n(ξj,n)|=o(1) and |Tj,n(ξj,n)|=o(1).
We set
z±
j,n(x) =iλn/radicalbig
1+λndj(x)/integraldisplayξj,n
xvj,n(τ)dτ±vj,n(x),∀x∈[0,ξj,n].
Then we have
(4.26)z± ′
j,n(x) =−iλnd′
j(x)
4(1+λndj(x))(z+
j,n(x)+z−
j,n(x))∓iλn/radicalbig
1+λndj(x)z±
j,n(x)
∓λ2
n
1+λndj(x)/integraldisplayξj,n
xvj,n(τ)dτ±v′
j,n(x).
Combining (4.7) and (4.12) we have
±v′
j,n(x) =±iλnu′
j,n(x)∓λ−γ
nf′
j,n(x) =±iλn
1+iλndj(x)Tj,n(x)±iλ1−γ
ndj(x)
1+iλndjf′
j,n(x)∓λ−γ
nf′
j,n(x)
=±iλn
1+iλndjTj,n(x)∓λ−γ
n
1+iλndj(x)f′
j,n(x). (4.27)
Integrating (4.9) over ( x,ξj,n) and multiplying by ±iλn
1+iλndj(x)then we get
(4.28)
∓λ2
n
1+iλndj(x)/integraldisplayξj,n
xvj,n(τ)dτ=±iλn
1+iλndj(x)(Tj,n(ξj,n)−Tj,n(x))±iλ1−γ
n
1+iλndj(x)/integraldisplayξj,n
xgj,n(τ)dτ.
Inserting (4.27) and (4.28) into (4.26), we find
(4.29)
z± ′
j,n(x) =∓iλn/radicalbig
1+λndj(x)z±
j,n(x)−iλnd′
j(x)
4(1+λndj(x))(z+
j,n(x)+z−
j,n(x))±iλn
1+iλndj(x)Tj,n(ξj,n)±Fj,n(x)
where
Fj,n(x) =−λ−γ
n
1+iλndj(x)f′
j,n(x)+iλ1−γ
n
1+iλndj(x)/integraldisplayξj,n
xgj,n(τ)dτ.STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 11
Solving (4.29), then for every x∈[0,ξj,n], one gets
(4.30)
z±
j,n(x) =vj,n(ξj,n)e∓(qj,n(x)−qj,n(ξj,n))−/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))iλnd′
j(s)
4(1+λndj(s))(z+
j,n(s)+z−
j,n(s))ds
±Tj,n(ξj,n)/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))iλn
1+iλndj(s)ds±/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))Fj,n(s)ds
where
qj,n(x) =iλn/integraldisplayx
0ds/radicalbig
1+iλndj(s).
For allx∈[0,ξj,n] we have
qj,n(x) =iλn/integraldisplayx
0eiϕj,n(s)
(1+(λj,ndj(s))2)1
4ds
where
ϕj,n(s) =−1
2arg(1+iλndj,n(s)).
Consequently,
Re(qj,n(x)) =±λn/integraldisplayx
0sin(ϕj,n(s))
(1+(λj,ndj(s))2)1
4ds.
Whens∈[0,ξj,n] and from assumption we have
(4.31)1
(1+(λj,ndj(s))2)1
4=/braceleftiggO(1) if δjαj≥1
O(λδjαj−1
2n) ifδjαj<1
and
|sin(ϕj,n(s))|=/radicaligg
1
2−1
2/radicalbig
1+(λndj(s))2
=/braceleftbigg
O(λ1−δjαjn) ifδjαj>1
O(1) if δjαj≤1.(4.32)
With 0≤x≤s≤ξj,n, from (4.31) and (4.32) we see that
|Re(qj,n(x)−qj,n(s))| ≤λn/integraldisplays
x|sin(ϕj,n(τ))|
(1+(λndj(τ))2)1
4dτ
≤sup
τ∈(x,s)/braceleftigg
|sin(ϕj,n(τ))|
(1+(λndj(τ))2)1
4/bracerightigg
λn(s−x)
=
O(λ−(αj+1)δj+2
n ) =o(1) if δjαj>1
O(λ1−δjn) =O(λ1−1
αjn) =o(1) ifδjαj= 1
O(λδj(αj−2)+1
2n ) if δjαj<1.
This implies that
|e±(qj,n(x)−qj,n(s))| ≤1 (4.33)
providing that δj>0 satisfying (4.23) and
(4.34) δj≥1
αjorδj≤1
2−αj∀j= 1,...,N.12 FATHI HASSINE
From (4.31) for every x∈[0,ξj,n], we have
/integraldisplayξj,n
xds
|1+iλndj(s)|=/braceleftbiggO(1)(ξj,n−x) if δjαj≥1
O(λαjδj−1
n)(ξj,n−x) ifδjαj<1
=/braceleftigg
O(λ−δjn) if δjαj≥1
O(λ(αj−1)δj−1
n ) ifδjαj<1(4.35)
and
/parenleftbigg/integraldisplayξj,n
xds
|1+iλndj(s)|2/parenrightbigg1
2
=
O(λ−δj
2n) if δjαj≥1
O(λ(αj−1
2)δj−1
n ) ifδjαj<1.(4.36)
Therefore, when δjandγsatisfy (4.23) and (4.34), form (4.25), (4.33) and (4.35) we obtain
|Tj,n(ξj,n)|./vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))iλn
1+iλndj(s)ds/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle≤ |Tj,n(ξj,n)|./integraldisplayξj,n
xλn
|1+iλndj(s)|ds
=o(1)∀x∈[0,ξj,n]. (4.37)
Moreover, underthesameconditionson δjandγ, dueto(4.7), (4.33)and(4.36)theCauchy-Schwarz
inequality leads to
/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))λ−γ
n
1+iλndj(s)f′
j,n(s)ds/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle≤/integraldisplayξj,n
xλ−γ
n
|1+iλndj(s)||f′
j,n(s)|ds
≤λ−γ
n/bardblf′
j,n/bardblL2(0,ℓj)/parenleftbigg/integraldisplayξj,n
xds
|1+iλndj(s)|2/parenrightbigg1
2
=
o(λ−δj
2−γ
n) if δjαj≥1
o(λδj(αj−1
2)−γ−1
n ) ifδjαj<1
=o(1)∀x∈[0,ξj,n], (4.38)
and due to (4.9), (4.33) and (4.35), we have
/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))iλ1−γ
n
1+iλndj(s)/integraldisplayξj,n
sgj,n(τ)dτds
=/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle/integraldisplayξj,n
x/integraldisplayτ
xe∓(qj,n(x)−qj,n(s))λ1−γ
n
1+iλndj(s)gj,n(τ)dτds/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle
≤λ1−γ
n/integraldisplayξj,n
x/integraldisplayτ
x|gj,n(τ)|
|1+iλndj(s)|dτds
≤λ1−γ
n/integraldisplayξj,n
xds
|1+iλndj(s)|/integraldisplayξj,n
x|gj,n(τ)|dτ
=
o(λ1−γ−3δj
2n) ifδjαj≥1
o(λδj(αj−3
2)−γ
n ) ifδjαj<1
=o(1)∀x∈[0,ξj,n]. (4.39)
Combining (4.38) and (4.39) yields
(4.40)/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle/integraldisplayx
ξj,ne∓(qj,n(x)−qj,n(s))Fj,n(s)ds/vextendsingle/vextendsingle/vextendsingle/vextendsingle/vextendsingle=o(1)∀x∈[0,ξj,n].STABILITY OF A STAR-SHAPED NETWORK WITH LOCAL KELVIN-VOIGT DAMPING 13
From assumption (A 1.3) we have d′
j(s)>0 near 0, then by Cauchy-Schwarz inequality and as-
sumption (A 1.4) we find
/integraldisplayξj,n
xλnd′
j(s)
|1+iλndj(s)|ds≤/parenleftigg/integraldisplayξj,n
xλ2
nd′
j(s)
1+(λndj(s))2ds/parenrightigg1
2
./parenleftbigg/integraldisplayξj,n
xd′
j(s)ds/parenrightbigg1
2
≤/parenleftbig
arctan(λ2
ndj(ξj,n))−arctan(λ2
ndj(x))/parenrightbig1
2.(dj(ξj,n)−dj(x))1
2
=O(λ−αjδj
2n)∀x∈[0,ξj,n]. (4.43)
Inserting (4.25), (4.33), (4.37), (4.40) and (4.43) into (4 .30), then we get
|z±
j,n(x)| ≤o(1)(mj,n+1)∀x∈[0,ξj,n],
where
mj,n= max
x∈[0,ξj,n]{|z+
j,n(x)|+|z−
j,n(x)|},
which leads to
(4.44) mj,n=o(1).
Since we can write
vj,n(x) =1
2(z+
j,n(x)−z−
j,n(x))
then we follow from (4.44) that
(4.45) /bardblvj,n/bardblL2(0,ξj,n)=1
2/bardblz+
j,n−z−
j,n/bardblL2(0,ξj,n)≤mj,n
2/radicalbig
ξj,n=o(λ−δj
2n)
and
(4.46) |vj,n(0)|=1
2|z+
j,n(0)−z−
j,n(0)| ≤mj,n
2=o(1).
Integrating (4.9) over (0 ,ξj,n),
(4.47) iλn/integraldisplayξj,n
0vj,n(s)ds−Tj,n(ξj,n)+Tj,n(0) =λ−γ
n/integraldisplayξj,n
0gj,n(s)ds.
Due to (4.44) and the fact that a(0) = 0, we have
(4.48)/vextendsingle/vextendsingle/vextendsingle/vextendsingleiλn/integraldisplayξj,n
0vj,nds/vextendsingle/vextendsingle/vextendsingle/vextendsingle=1
2|z+
j,n(0)−z−
j,n(0)|=o(1).
Substituting (4.9), (4.24) and (4.48) into (4.47) yields
(4.49) |Tj,n(0)|=o(1).
Substituting (4.46), (4.49) into (4.14), by the transmissi on conditions (4.10) and (4.11) we con-
clude
(4.50)/integraldisplayℓ0
0/parenleftbig
|u′
0,n|2+|v0,n|2/parenrightbig
dx=o(1).
Forj= 1,...,Nwe have
/bardbld1
2
ju′
j/bardblL2(0,ℓj)≥ /bardbld1
2
ju′
j/bardblL2(ξj,n,ℓj)≥min
x∈(ξj,n,ℓj)/parenleftbigg/radicalig
dj(x)/parenrightbigg
/bardblu′
j,n/bardblL2(ξj,n,ℓj)
≥/radicalig
dj(ξj,n)/bardblu′
j,n/bardblL2(ξj,n,ℓj)≥Cξαj
2
j,n/bardblu′
j,n/bardblL2(ξj,n,ℓj)≥Cλ−δjαj
2n/bardblu′
j,n/bardblL2(ξj,n,ℓj). (4.51)
From (4.23) we haveαjδj
2≤γ
2+1 for every j= 1,...,N, then by combining (4.13) and (4.51) one
gets
(4.52) /bardblu′
j,n/bardblL2(ξj,n,ℓj)=o(λαjδj
2−γ
2−1
n ).14 FATHI HASSINE
Therefore by the trace formula
(4.53) |uj,n(ξj,n)|=o(λαjδj
2−γ
2−1
n ).
By trace formula and (4.12) we have
(4.54) |uj,n(0)| ≤C/bardblu′
j,n/bardblL2(0,ℓj)=O(λαjδj
2−γ
2−1
n ).
From (4.12) and (4.7) one has
(4.55) λn/bardbluj,n/bardblL2(0,ℓj)=O(1).
Multiplying (4.9) by λ−γ
nuj,nand integrating over (0 ,ξj,n) then by integrating by parts we arrive
(4.56)iλn/an}bracketle{tvj,n,uj,n/an}bracketri}htL2(0,ξj,n)+/an}bracketle{tdj,nvj,n,uj,n/an}bracketri}htL2(0,ξj,n)+/bardblu′
j,n/bardblL2(0,ξj,n)
+Tj,n(0)uj,n(0)−Tj,n(ξj,n)uj,n(ξj,n) =o(λ−γ
n).
Inserting (4.25), (4.45), (4.49), (4.53), (4.54) and (4.55 ) into (4.56) one finds
(4.57) /bardblu′
j,n/bardblL2(0,ξj,n)=o(1),∀j= 1,...,N.
So that, adding (4.52) and (4.57), we obtain
(4.58) /bardblu′
j,n/bardblL2(0,ℓj)=o(1),∀j= 1,...,N.
From (4.17), (4.50) and (4.58) leads to
(4.59) /bardblvj/bardblL2(0,ℓj)=o(1),∀j= 1,...,N.
This conclude the prove since now we have proved that /bardbl(un,vn)/bardblH=o(1) from (4.50), (4.58) and
(4.59) providing that (4.23) and (4.34) hold true.
Finally, notingthat thebest γandδj, intermofmaximization of γ, that satisfies (4.23)and(4.34)
are where γ= max/braceleftbigg1−αj
2−αj, j= 1,...,N/bracerightbigg
andδj=1
2−αjforj= 1,...,N. This completes the
proof.
Acknowledgments. The author thanks professor Ka¨ ıs Ammari for his advices, hi s suggestions and
for all the discussions.
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UR Analysis and Control of PDEs, UR 13ES64, Department of Mat hematics, Faculty of Sciences
of Monastir, University of Monastir, Tunisia
E-mail address :fathi.hassine@fsm.rnu.tn |
1704.03326v1.CoFeAlB_alloy_with_low_damping_and_low_magnetization_for_spin_transfer_torque_switching.pdf | arXiv:1704.03326v1 [cond-mat.mtrl-sci] 11 Apr 2017CoFeAlB alloy with low damping and low magnetization for spi n transfer torque
switching
A. Conca,1,∗T. Nakano,2T. Meyer,1Y. Ando,2and B. Hillebrands1
1Fachbereich Physik and Landesforschungszentrum OPTIMAS,
Technische Universit¨ at Kaiserslautern, 67663 Kaisersla utern, Germany
2Department of Applied Physics, Tohoku University, Japan
(Dated: June 29, 2021)
We investigate the effect of Al doping on the magnetic propert ies of the alloy CoFeB. Comparative
measurements of the saturation magnetization, the Gilbert damping parameter αand the exchange
constantasafunctionoftheannealingtemperature forCoFe B andCoFeAlBthinfilmsare presented.
Our results reveal a strong reduction of the magnetization f or CoFeAlB in comparison to CoFeB.
If the prepared CoFeAlB films are amorphous, the damping para meterαis unaffected by the Al
doping in comparison to the CoFeB alloy. In contrast, in the c ase of a crystalline CoFeAlB film, α
is found to be reduced. Furthermore, the x-ray characteriza tion and the evolution of the exchange
constant with the annealing temperature indicate a similar crystallization process in both alloys.
The data proves the suitability of CoFeAlB for spin torque sw itching properties where a reduction
of the switching current in comparison with CoFeB is expecte d.
The alloy CoFeB is widely used in magnetic tunnel-
ing junctions in combination with MgO barriers due to
the large magnetoresistance effect originating in the spin
filtering effect [1–4]. For the application in magnetic ran-
dom accessmemories, the switching ofthe magnetization
of the free layer via spin transfer torque (STT) with spin
polarised currents is a key technology. However, the re-
quired currents for the switching process are still large
and hinder the applicability of this technique. The criti-
cal switching current density for an in-plane magnetized
system is given by [5]
Jc0=2eαMStf(HK+Hext+2πMS)
/planckover2pi1η(1)
whereeis the electron charge, αis the Gilbert damping
parameter, MSis the saturation magnetization, tfis the
thickness of the free layer, Hextis the external field, HK
is the effective anisotropy field and ηis the spin transfer
efficiency. Fromtheexpressionitisclearthat, concerning
material parameters, Jc0is ruled by the product αM2
S.
For out-of-plane oriented layers, the term 2 πMSvanishes
and then JC0is proportional to αMS[6]. Even in the
case of using pure spin currents created by the Spin Hall
effect, the required currents are proportional to factors
of the form αnMSwithn= 1,1/2 [7]. A proper strat-
egy to reduce the critical switching currents is then de-
fined by reducing the saturation magnetization. This can
be achieved by the development of new materials or the
modification of known materials with promising prop-
erties. Since the compatibility with a MgO tunneling
barrier and the spin filtering effect must be guaranteed
together with industrial applicability, the second option
is clearly an advantage by reducing MSin the CoFeB al-
loy. In this case, a critical point is that this reduction
must not be associated with an increase of the damping
parameter α.In the last years, several reports on doped CoFeB al-
loys have proven the potential of this approach. The
introduction of Cr results in a strong reduction of MS
[8–10], however, it is sometimes also causing an increase
of the damping parameter [8]. The reduction of MSby
doping CoFeB with Ni is smaller compared to a doping
with Cr but it additionally leads to a reduction of α[8].
FIG. 1. (Color online) θ/2θ-scans for 40 nm thick films of
Co40Fe40B20(top) and Co 36Fe36Al18B10(bottom) showing
the evolution of crystallization with the annealing temper a-
ture.2
FIG. 2. (Color online) Evolution of the saturation magnetiz a-
tion for CoFeB and CoFeAlB with the annealing temperature
Tann.
In constrast, the reduction of magnetization with V is
comparable to Cr [9] but to our knowledge no values for
αhave been published. In the case of doping of CoFeB
by Cr or by V, a reduction of the switching current has
been shown [8, 9].
In this Letter, we report on results on Al doped CoFeB
alloy thin films characterized by ferromagnetic resonance
spectroscopy. The dependence of MS, the Gilbert damp-
ing parameter αand the exchange constant on the an-
nealing temperature is discussed together with the crys-
talline structure of the films and the suitability for STT
switching devices.
The samples are grown on Si/SiO 2substrates us-
ing DC (for metals) and RF (for MgO) sput-
tering techniques. The layer stack of the sam-
ples is Si/SiO 2/Ta(5)/MgO(2)/FM(40)/MgO(2)/Ta(5)
where FM = Co 40Fe40B20(CoFeB) or Co 36Fe36Al18B10
(CoFeAlB). Here, the values in brackets denote the layer
thicknesses in nm. In particular, the FM/MgO interface
is chosen since it is widely used for STT devices based
on MTJs. This interface is also required to promote the
correct crystallizationof the CoFeB layerupon annealing
since the MgO layer acts as a template for a CoFe bcc
(100)-oriented structure [1–3] with consequent B migra-
tion.
The dynamic properties and material parameters were
studied by measuring the ferromagnetic resonance using
a strip-line vector network analyzer (VNA-FMR). For
this, the samples were placed face down and the S 12
transmission parameter was recorded. A more detailed
description of the FMR measurement and analysis pro-
cedure is shown in previous work [11, 12]. Brillouin light
spectroscopy (BLS) was additionally used for the mea-
surement of the exchange constant. The crystalline bulk
properties of the films were studied by X-ray diffractom-
etry (XRD) using the Cu-K αline.
Figure 1 shows the θ/2θ-scans for CoFeB (top) andFIG. 3. (Color online) Linewidth at a fixed frequency of 18
GHz (a) and Gilbert dampingparameter αdependenceon the
annealing temperature T ann(b). The αvalue for Tann= 500◦
is only a rough estimation since the large linewidth value do es
not allow for a proper estimation. The inset shows the linear
dependence of the linewidth on the frequency exemplarily fo r
CoFeAlB annealed at 350◦C and 400◦C. The red lines are a
linear fit.
CoFeAlB (bottom) samples annealed at different tem-
peratures T ann. The appearance of the CoFe diffractions
peaks, as shown by the arrowsin Fig. 1 indicate the start
of crystallization at high annealing temperatures of more
than 400◦C. In the case of lower annealing temperatures
or the as-deposited samples, the FM layer is in an amor-
phous state. The first appearance of the (200) diffraction
peak occurs at the same point for both alloys showing a
verysimilarthermalevolution. Thissimplifiesasubstitu-
tion ofCoFeB by the Al alloyin tunneling junctions since
the same annealing recipes can be applied. This is criti-
cal since the used values must be also optimized for the
quality of the tunneling barrier itself or the perpendicu-
lar anisotropy induced by the FM/MgO interface. The
(110) CoFe peak is also present for both material compo-
sitions owing to a partial texturing of the film. However,
the larger intensity of the (200) peak is not compatible
with a random crystallite orientation but with a domi-
nant (100) oriented film [13, 14]. This is needed since the
spin filtering effect responsible for the large magnetore-
sistance effect in MgO-based junctions requires a (100)3
FIG.4. (Color online)Dependenceoftheproduct αM2
Sonthe
annealing temperature T annfor CoFeB and CoFeAlB. This
quantityisrulingtheswitchingcurrentinin-planemagnet ized
STT devices as shown in Eq. 1.
orientation.
The dependence of the FMR frequency on the external
magnetic field is described by Kittel’s formula [15]. The
value ofMeffextracted from the Kittel fit is related with
the saturation magnetization of the sample and the in-
terfacial properties by Meff=MS−2K⊥
S/µ0MSdwhere
K⊥
Sis the interface perpendicular anisotropy constant.
For the thickness used in this work (40 nm) and physi-
cally reasonable K⊥
Svalues, the influence of the interface
is negligible and therefore Meff≈MS. For details about
the estimation of Meffthe reader is referred to [12].
Figure 2 shows the obtained values for MSfor all sam-
ples. AstrongreductionforCoFeAlBin comparisonwith
standard CoFeB is observed and the relative difference is
maintained for all T ann. The evolution with annealing is
very similar for both alloys. Significantly, the increase in
MSstartsforvaluesofT annlowerthan expectedfromthe
appearance of the characteristic CoFe diffraction peaks
in the XRD data (see Fig. 1). This shows that the mea-
surement of MSis the more sensitive method to probe
the change of the crystalline structure.
For CoFeB a saturationvalue around MS≈1500kA/m
is reached at T ann= 450◦C. This is compatible with val-
ues reported for CoFe (1350-1700 kA/m) [16, 17] and
CoFeB (1350-1500 kA/m) [17, 18]. On the contrary, for
CoFeAlB the introduction of Al reduces the magnetiza-
tion of the samples and the annealing does not recover
to CoFe-like values.
Figure 3(a) shows the dependence of the magnetic
field linewidth on T annmeasured at a fixed frequency
of 18 GHz. From the linear dependence of this linewidth
on the FMR frequency, the Gilbert damping parameter
is extracted (as exemplarily shown for the CoFeAlB al-
loy in the inset in Fig. 3(b)) and the results are shown
in Fig. 3(b). For T annvalues up to 350◦C, where theFIG. 5. (Color online) Dependence of the exchange con-
stantAexon the annealing temperature T annfor CoFeB and
CoFeAlB. The top panels show typical BLS spectra for ma-
terials (see text).
amorphousphaseisstill dominating, almostnodifference
between both alloys is observed. With increasing tem-
perature the damping increases for both alloys but the
evolution is different. For CoFeAlB the increase starts
almost abruptly at T ann= 400◦C, reaches a maximum
aroundα= 0.02 and then decreases again to α= 0.012
for Tann= 500◦C. In contrast, the increase for CoFeB
is more smoothly with T annand increases stadily with
higher T ann. In fact, due to the large linewidths reached
for Tann= 500◦C, the value of αcannot be properly
estimated and only a lower limit of 0.03-0.04 can be
given. This situation is represented by the dashed line
in Fig. 3(b). It is important to note here that when the
crystallization process is fulfilled (i.e. for T ann= 500◦C)
αis much lower for the Al doped alloy. This is rele-
vant for the application in tunneling junctions where a
full crystallization is required for the presence of the spin
filtering effect originating large magnetoresistance values
in combination with MgO barriers [4].
For further comparison of both alloys, the quantity
αM2
Shasbeen calculatedand plotted in Fig. 4. As shown
in Eq. 1, this value is ruling the critical switching current
in in-plane magnetized systems. We observe for the al-
loys showing a mostly amorphous phase (T ann<400◦C)
a slight improvement for CoFeAlB in comparison with
CoFeB due to the lower MS. However, for fully crys-
talline films (T ann= 500◦C), the CoFeAlB shows a much
smaller value for αM2
S. Since a full crystalline phase is
needed for any application of this alloy in MTJ-based de-
vices, this denotes a major advantage of this compound
compared to standard.
The exchange constant Aexis a critical parameter that
is strongly influenced by the introduction of Al. Its esti-
mationinrequiredformodelingthespintorqueswitching
behaviorofthe alloys. The accessto the constantisgiven4
by the dependence of the frequency of the perpendicular
standing spin-wave (PSSW) modes on the external static
magnetic field [19]. As shown in previous works [12, 20],
itispossibletoobservethePSSWmodesinmetallicfilms
with a standard VNA-FMR setup. However, the signal
is strongly reduced compared to the FMR peak. For the
samples presented in this paper, the PSSW peak could
not be observed for T ann>400◦C since the increased
damping leads to a broadening and lowering of the peak
which prevents the estimation of Aex. For this reason,
BLS spectroscopy is used for the measurement of the fre-
quency position of the PSSW modes. This technique has
alargersensitivityforthePSSWmodesthanVNA-FMR.
Figure 5(c) shows the evolution of Aexupon annealing
for both alloys. For the films dominated by the amor-
phous phase the value is much lower for CoFeAlB which
is also compatible with the lower magnetization. How-
ever, asthe crystallizationevolves,theexchangeconstant
increases stronger than for CoFeB and the same value is
obtained for the fully crystallized films. This fact points
to a similar role of Al and B during the crystallization
process: when the CoFe crystallitesform, the light atoms
are expelled forming a Al-B-rich matrix embedding the
magnetic crystallites. This explains also the similar evo-
lution observed in the XRD data shown in Fig. 1. The
lower maximal magnetization obtained for the CoFeAlB
can be explained by the reduced CoFe content but also
a certain number of residual Al and B atoms in the crys-
tallites, which may differ for both alloys.
TheAexvalues for as-deposited CoFeB films are very
similar to previous reports [12, 20, 21]. Concerning the
values for the crystallized samples, since the properties
are strongly dependent on the B content and of the ra-
tio between Co and Fe as well as on the exact annealing
conditions, a comparison with literature has to be made
carefully. Nevertheless, the maximal value and the evo-
lution with T annfor CoFeB is similar to the one reported
by some of the authors [12]. Also results for alloys with
the same B content arecompatiblewith ourdata [22, 23].
CoFeB films with reduced B content show larger values
[17], the same is true for CoFe alloys with values between
3.84-2.61 ×1011J/m depending on the exact stoichiome-
try [16, 17]. This may again be a hint that a rest of Al
or B is present in the CoFe crystallites.
In summary, the presented experimental results show
that CoFeAlB is a good candidate as alternative to
CoFeB for spin torque switching devices due to the re-
duction of the factor αM2
Swhich dominates the critical
switching current. This reduction was found to originate
from a strong reduction of the saturation magnetization
andadecreaseddampingparameter αforfullycrystalline
CoFeAlB films. Furthermore, the results reveal a larger
thermal stability of the damping properties in CoFeAlB
compared to CoFeB. The absolute values of MSand the
exchange constant Aexfor crystalline films point to a for-
mation of CoFe crystallines with a non-vanishing contentof the lights atoms embedded in a B or Al matrix.
Financial support by M-era.Net through the
HEUMEM project, the DFG in the framework of
the research unit TRR 173 Spin+X and by the JSPS
Core-to-Core Program is gratefully acknowledged.
∗conca@physik.uni-kl.de
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1807.04977v1.Gilbert_damping_of_high_anisotropy_Co_Pt_multilayers.pdf | Gilbert damping of high anisotropy Co/Pt multilayers
Thibaut Devolder
Centre de Nanosciences et de Nanotechnologies, CNRS, Univ. Paris-Sud,
Université Paris-Saclay, C2N-Orsay, 91405 Orsay cedex, France
S. Couet, J. Swerts, and G. S. Kar
imec, Kapeldreef 75, 3001 Heverlee, Belgium
(Dated: June 16, 2021)
Using broadband ferromagnetic resonance, we measure the damping parameter of [Co(5 Å)/Pt(3 Å)] 6mul-
tilayers whose growth was optimized to maximize the perpendicular anisotropy. Structural characterizations in-
dicate abrupt interfaces essentially free of intermixing despite the miscible character of Co and Pt. Gilbert damp-
ing parameters as low as 0.021 can be obtained despite a magneto-crystalline anisotropy as large as 106J/m3.
The inhomogeneous broadening accounts for part of the ferromagnetic resonance linewidth, indicating some
structural disorder leading to a equivalent 20 mT of inhomogenity of the effective field. The unexpectedly rel-
atively low damping factor indicates that the presence of the Pt heavy metal within the multilayer may not be
detrimental to the damping provided that intermixing is avoided at the Co/Pt interfaces.
I. INTRODUCTION
Thanks to their large perpendicular magnetic anisotropy,
their confortable magneto-optical signals and their easy
growth by physical vapor deposition1, the [Co/Pt] multilay-
ers are one of the most popular system in spintronics. Early
in spintronics history this model system was used to study
the physics of domain wall propagation2, for the develop-
ment of advanced patterning techniques3and for the assess-
ment of micromagnetic theories4. More recently they have
been extensively used as high quality fixed layers in per-
pendicularly magnetized tunnel junctions, in particular in the
most advanced prototypes of spin-transfer-torque magnetic
random access memories memories5. Despite the widespread
use of Co/Pt multilayers, their high frequency properties,
and in particular their Gilbert damping parameter remains
largely debated with experimental values that can differ by
orders of magnitude from60.02 to 20 times larger7and the-
oretical calculations from circa 0.035 in Co 50Pt50alloys8
to slightly smaller or substantially larger values in multilay-
ers made of chemically pure layers9. Direct measurements
by conventional ferromagnetic resonance (FMR) are scarce
as the high anisotropy of the material pushes the FMR fre-
quencies far above610 GHz and results in a correlatively
low permeability that challenges the sensitivity of commer-
cial FMR instruments10. As a result most of the measure-
ments of the damping of Co/Pt systems were made by all-
optical techniques11,12in small intervals of applied fields. Un-
fortunately this technique requires the static magnetization to
be tilted away from the out-of-plane axis and this tilt ren-
ders difficult the estimation of the contribution of the ma-
terial disorder to the observed FMR linewidth using the es-
tablished protocols13; this is problematic since in Co-Pt sys-
tems there contributions of inhomogeneity line broadening
and two-magnon scattering by the structural disorder (rough-
ness, interdiffusion, granularity,...) are often large14,15.
It is noticeable that past reports on the damping of Co/Pt
systems concluded that it ought to be remeasured in sam-
ples with atomically flat interfaces11. Besides, this measure-
ment should be done in out-of-plane applied field since thiseases the separation of the Gilbert damping contribution to
the linewidth from the contribution of structural disorder16.
In this paper, we measure the damping parameter of [Co(5
Å)/Pt(3 Å)]6multilayers whose growth was optimized to
maximize perpendicular anisotropy anisotropy. The sputter-
deposition is performed at an extremely low17Argon pressure
in remote plasma conditions which enables very abrupt inter-
faces that are essentially free of intermixing. We show that in
contrast to common thinking, the Gilbert damping parameter
of Co/Pt multilayers can be low; its effective value is 0.021
but it still likely16includes contributions from spin-pumping
that our protocol can unfortunately not suppress.
II. EXPERIMENTAL
Our objective is to report the high frequency properties of
Co/Pt multilayers that were optimized for high anisotropy.
The multilayer is grown by sputter-deposition on a Ru (50 Å)
buffer and capped with a Ru(70 Å)/Ta(70 Å)/Ru(100 Å)/Ta(10
Å, cap) sequence (bottom to top order). The Ru buffer was
chosen because it does not mix with Co-based multilayers
even under tough annealing conditions18. The stacks were
deposited by physical vapor deposition in a Canon-Anelva
EC7800 300 mm system on oxidized silicon substrates at
room temperature. The Argon plasma pressure is kept at 0.02
Pa, i.e. substantially lower than the usual conditions of 0.1-0.5
Pa used in typical deposition machines17. As this multilayer
is meant to be the reference layer of bottom-pinned magnetic
tunnel junctions, in some samples (fig. 1) the non-magnetic
cap is replaced the following sequence: Ta cap / Fe 60Co20B20
/ MgO / Fe 60Co20B20/ Ta / [Co(5 Å)/Pt(3 Å)] 4/ Ru sim-
ilar to as in ref. 19 and 20 to form a bottom-pinned mag-
netic tunnel junction with properties designed for spin-torque
applications21. All samples were annealed at 300C for 30
minutes in an out-of-plane field of 1 T.arXiv:1807.04977v1 [cond-mat.mtrl-sci] 13 Jul 20182
Ru[Co5Å/Pt3Å]×6 RuMgOFeCoBFeCoBTaRuTa[Co5Å/Pt3Å]×4Co5Å(a)(b)(c)
FIG. 1. (Color online). Structure and anisotropy of a Co-Pt multi-
layer. (a) Transmission Electron Micrograph of a magnetic tunnel
junction that embodies our Co/Pt as hard multilayer at the bottom of
the reference synthetic antiferromagnet, similar to that of ref. 21. (b)
Easy axis and (c) hard axis hysteresis loops of the hard multilayer
when covered with Ru(70 Å)/Ta(70 Å)/Ru(100 Å)/Ta(10 Å, cap)
III. STRUCTURE
X-ray reflectivity scans (not shown) indicate Bragg reflex-
ions at 2= 11 , 22.2 and 33.6 deg., consistent with the mul-
tilayer periodicity of 8 Å. Consistently, the Pt to Co inter-
mixing is sufficiently low that well formed 3Å Pt spacers can
be seen the Transmission Electron Micrograph after anneal-
ing [Fig. 1(a)]. Almost no roughness is observed throughout
the Co/Pt multilayer. We emphasize that this quality of inter-
faces is almost equivalent to that obtained in Molecular Beam
Epitaxy conditions22. Indeed Co and Pt are strongly miscible
such that hyperthermal (high energy) deposition techniques
like sputter deposition do not easily yield this low degree of
intermixing, except when the deposition is conducted under
sufficiently low plasma pressure in remote plasma conditions,
i.e. when the substrate-to-target distance is large to avoid di-
rect plasma exposure to the film being deposited.
IV . ANISOTROPY
The magnetic material properties were measured by vibrat-
ing sample magnetometry (VSM) and Vector Network Ana-
lyzer ferromagnetic resonance23in both easy (z) and hard axis
(x) configurations. For VNA-FMR the sample is mechanically
pressed on the surface of a 50 microns wide coplanar waveg-
uide terminated by an open circuit; data analysis is conducted
following the methods described in ref. 24. The VSM signal
indicated a magnetization Ms= 8:5105kA/m if assuming
a magnetic thickness of 48 Å, i.e. assuming that the [Co(5
Å)/Pt(3 Å)]6multilayer can be described as a single mate-
rial. The loops indicate a perpendicular anisotropy with full
remanence. The reversal starts at 46.8 mT and completes be-
/s45/s50 /s45/s49 /s48 /s49 /s50/s48/s49/s48/s50/s48/s51/s48/s52/s48/s53/s48/s54/s48/s55/s48
/s72/s101/s102/s102
/s107/s49/s43/s72
/s107/s50
/s105/s110/s45/s112/s108/s97/s110/s101/s32
/s102/s105/s101/s108/s100/s70/s114/s101/s113/s117/s101/s110/s99/s121/s32/s40/s71/s72/s122/s41
/s48/s72/s32/s40/s84/s41/s72/s101/s102/s102
/s107/s49/s111/s117/s116/s45/s111/s102/s45/s112/s108/s97/s110/s101/s32
/s102/s105/s101/s108/s100FIG. 2. (Color online). FMR frequencies versus in-plane (cross sym-
bols) or out-of-plane (square symbols) applied field. The bold lines
are fits using Eq. 1 and 2, yielding 0(Hk1 Ms) = 1:3200:005T
and0Hk2= 0:1200:015T.
fore 48 mT with a tail-free square hysteresis loop. Careful
attempts to demagnetize the sample using an acperpendicular
field failed to produce a multidomain state at remanence. This
indicates that the lowest nucleation field in the whole sample
is larger that the domain wall propagation field everywhere in
the film. This low propagation field indicates qualitatively that
the effective anisotropy field is very uniform. The hard axis
loop indicates an in-plane saturation field of 1:30:1T in
line with the expectations for such composition3. The round-
ing of the hard axis loop near saturation and its slight hys-
teretic remanence [Fig. 1(c)] impedes a more precise deduc-
tion of the anisotropy fields from the sole hard axis loop.
We shall instead use the ferromagnetic resonance data
because magnetization eigenfrequencies constitute absolute
measurements of the effective fields acting on the mag-
netization. Fig. 2 gathers the measured FMR frequen-
cies measured for in-plane and out-of-plane applied fields
from -2.5 to 2.5 T. To analyze the microwave susceptibil-
ity data, we assume an energy density that reads E=
1
20Hk1MSsin2+1
40Hk2MSsin4withthe (suppos-
edly uniform) angle between the magnetization and the sam-
ple normal. Our convention is that the first and second order
magneto-crystalline anisotropy fields Hk1= 2K1=(0MS)
andHk2= 4K2=(0MS)are positive when they favor per-
pendicular magnetization, i.e. = 0.
In that framework, the ferromagnetic resonance frequencies
in out-of-plane and in-plane applied fields saturating the mag-
netization as:
!perp=
0(Hz+Hk1 Ms) (1)
and
!in-plane =
0p
Hx(Hx Hk1 Hk2+Ms); (2)
where
0=j
j0is the gyromagnetic ratio. (For in-plane
fieldsHxlower thanHx;sat=Hk1 Hk2 Msthe magne-
tization is tilted. A straightforward energy minimization was3
used to yield magnetization tilt that was subsequently in-
jected to a Smit and Beljers equation to yield the FMR fre-
quency). The best fit to the experimental data is obtained
for0(Hk1 Ms) = 1:3200:005 T (corresponding to
K1= 106J/m3) and0Hk2= 0:1200:015T. Note that
the second order anisotropy is small but non negligible such
that the effective anisotropy fields deduced from easy and axis
axis measurements would differ by circa 10% if Hk2was dis-
regarded.
V . GILBERT DAMPING
A. Models
We now turn to the analysis of the FMR linewidth (Fig.
3). As common in FMR, the linewidth comprises an intrin-
sic Gilbert damping part and an extrinsic additional contribu-
tion linked to the lateral non uniformity of the local effective
fieldsHk1 Ms. This can be gathered in a characteristic
field H0measuring the disorder relevant for FMR. In out-
of-plane field FMR experiments, the proportionality between
effective fields and resonance frequencies (Eq. 1) allows to
write simply H0=1
0!j!!0, and for the perpendicular
magnetization we follow the usual convention16and write:
1
0!perp= 2(Hz+Hk1 Ms) + H0 (3)
or equivalently !perp= 2!perp+
0H0.
For in-plane magnetization, the intrinsic linewidth above
the in-plane saturation field is
1
0!Gilbert
in-plane =(2Hx Hk1 Hk2+Ms) (4)
The resonance frequency (Eq. 2) is non linear with the ef-
fective fields such that the non uniformity H0of the local
effective fields translates in a linewidth broadening through
the term
1
0!disorder
in-plane =d!in-plane
d(Ms Hk1)H0 (5)
where the derivative term ispHx
2pHx Hk1 Hk2+Ms. In case of
finite disorder, this factor diverges at the spatially-averaged
in-plane saturation field Hx;sat.
B. Results
For each applied field, the real and imaginary parts of the
transverse permeability (f)were fitted with the one expected
for the uniform precession mode25with three free param-
eters: the FMR frequency !FMR=(2), the FMR linewidth
!=(2))and a scaling (sensitivity) factor common to both
real and imaginary parts of (f)as illustrated in Fig. 3b.When plotting the symmetric lorentzian-shaped imagi-
nary part of the transverse permeability versus the asymet-
ric lorentzian-shaped real part of the permeability for fre-
quencies ranging from dcto infinity, a circle of diameter
Ms=[2(Hz+Hk1 Ms)]should be obtained for a spatially
uniform sample18. The finite disorder H0distorts the exper-
imental imaginary part of the permeability towards a larger
and more gaussian shape. It can also damp and smoothen the
positive and negative peaks of the real part of the permeabil-
ity; when the applied field is such that the inhomogeneous
broadening is larger than the intrinsic Gilbert linewidth, this
results in a visible ellipticity of the polar plot of (f). In our
experimental polar plot of (f)(Fig. 3a) the deviations from
perfect circularity are hardly visible which indicates that the
inhomogeneous broadening is not the dominant contribution
to the sample FMR linewidth in out-of-plane field conditions.
To confirm this point we have plotted in Fig. 3c the de-
pendence of FMR linewidth with FMR frequency for out-of-
plane applied fields. A linear fit yields = 0:0210:002and
H040mT. A substantial part of the measured linewidth
thus still comes from the contribution of the lateral inhomo-
geneity of the effective anisotropy field within the film. As a
result, low field measurements of the FMR linewidth would
be insufficient to disentangle the Gilbert contribution and the
structural disorder contributions to the total FMR linewidth.
The in-plane applied field FMR linewidth can in principle
be used to confirm this estimate of the damping factor. Un-
fortunately we experience a weak signal to noise ratio in in-
plane field FMR experiments such that only a crude estimation
of the linewidth was possible.Within the error bar, it is inde-
pendent from the applied field from 1.7 to 2.5 T (not shown)
which indicates that the disorder still substantially contributes
to the linewidth even at our maximum achievable field. At
2.5 T the linewidth was1
2!in-plane3:00:3GHz. This
is consistent width the expectations of that would predict 2.2
GHz of intrinsic contribution (Eq. 4) and 0.4 GHz of intrinsic
contribution (Eq. 5).
VI. DISCUSSION
We conclude that the damping of Co/Pt multilayers can be
of the order of 0.02 even for multilayers with anisotropies
among the strongest reported (see ref. 26 for a survey of
the anisotropy of Co/Pt multilayers). Note that 0:021is
still a higher bound, as we are unable to measure and subtract
the spin-pumping contribution. Measuring the spin-pumping
contribution would require to vary the cap and buffer layer
thicknesses without affecting the multilayer structure which
is difficult to achieve. Still, we can conclude that the damp-
ing of Co/Pt multilayers lies in the same range as other high
anisotropy multilayers like Co/Ni (ref. 18 and 27) and Co/Pd
(ref. 16) systems.
This conclusion is in stark contrast with the common
thinking7that Co/Pt systems alway s have a large damping.
This widespread opinion is based on the standard models
of magneto-crystalline anisotropy28and damping29that pre-
dicts that they both scale with the square of the spin-orbit4
/s51/s48 /s52/s48 /s53/s48 /s54/s48 /s55/s48/s49/s46/s48/s49/s46/s53/s50/s46/s48/s52/s52 /s52/s54 /s52/s56 /s53/s48 /s53/s50 /s53/s52 /s53/s54/s45/s49/s48/s48/s49/s48/s45/s49/s48 /s48 /s49/s48
/s45/s49/s48/s48/s72/s97/s108/s102/s32/s70/s77/s82/s32/s108/s105/s110/s101/s119/s105/s100/s116/s104/s32/s40/s71/s72/s122/s41
/s70/s77/s82/s32/s70/s114/s101/s113/s46/s32/s40/s71/s72/s122/s41/s48/s46/s54/s32/s71/s72/s122/s32/s43/s32/s48/s46/s48/s50/s49 /s102/s80/s101/s114/s109/s101/s97/s98/s105/s108/s105/s116/s121/s32/s40/s114/s101/s97/s108/s32/s112/s97/s114/s116/s41/s80/s101/s114/s109/s101/s97/s98/s105/s108/s105/s116/s121/s32
/s40/s105/s109/s97/s103/s105/s110/s97/s114/s121/s32/s112/s97/s114/s116/s41
/s73/s109/s97/s103/s105/s110/s97/s114/s121/s32/s48/s46/s48/s52
/s32/s50/s102/s32 /s102
/s32/s70/s114/s101/s113/s46/s32/s40/s71/s72/s122/s41/s32/s80/s101/s114/s109/s101/s97/s98/s105/s108/s105/s116/s121/s82/s101/s97/s108
/s40/s99/s41/s40/s98/s41/s77/s97/s99/s114/s111/s115/s112/s105/s110/s32/s102/s105/s116/s32/s32
/s40/s97/s41
FIG. 3. (Color online). Gilbert damping of the Co/Pt multilayer. (a)
Imaginary part versus real part of the permeability for a field of 0.45
T applied perpendicularly to the plane. The bold lines are theoretical
macrospin permeability curves with linewidth parameters (i.e. effec-
tive damping) of 0.04. (b) Same data but versus frequency. (c): FMR
half linewidth versus FMR frequency. The bold line is a guide to the
eye with a slope = 0:021and zero frequency intercept of 0.6 GHz.
coupling, which is particularly large in the Pt atoms. We
emphasize that this expectation of large damping is not sys-
tematically verified: in studies that make a thorough anal-
ysis of the effects of structural disorder, no correlation wasfound between anisotropy and damping in comparable mate-
rial systems11,16. Rather, a large correlation was found be-
tweenHk1andH0, indicating that when the anisotropy is
strong, any local inhomogeneity thereof has a large impact
on the FMR linewidth. Owing to the difficulty of achiev-
ing well-defined Co/Pt interfaces, we believe that past con-
clusions on the large damping of Co/Pt systems were based
on systems likely to present some intermixing at the inter-
face; indeed the presence of impurities with large spin-orbit
coupling considerably degrades (increases) the damping of a
magnetic material30and synchonously degrades (decreases)
the magneto-crystalline anisotropy31.
VII. CONCLUSION
In summary, we have studied high anisotropy [Co(5 Å)/Pt(3
Å)]6multilayers grown by low pressure remote plasma
sputter deposition. The deposition conditions were tuned
to achieve abrupt interfaces with little intermixing. Broad-
band ferromagnetic resonance was used to measure the first
and second order uniaxial anisotropy fields. With the mag-
netization measured by vibrating sample magnetometry, this
yields an anisotropy energy of 1MJ/m3. The inhomogeneous
broadening accounts for part of the ferromagnetic resonance
linewidth, indicating some structural disorder leading to a
equivalent 40 mT (or equivalently 600 MHz) of inhomogenity
of the effective field in out-of-plane applied fields. This FMR-
relevant inhomogeneity is comparable to the coercivity of 47
mT. Despite the large anisotropy a Gilbert damping parameter
as low as 0.0210.002 is obtained. This unexpectedly rela-
tively low damping factor indicates that the presence of the Pt
heavy metal within the multilayer can in some condition not
be detrimental to the damping. We interpret our results and
literature values by analyzing the consequences of Pt/Co in-
termixing: Pt impurities within a Cobalt layer reduce locally
the interface anisotropy as they reduce the abruptness of the
composition profile, but they also increase substantially the
Gilbert damping. As a result, a large anisotropy together with
a low damping can be obtained provided that intermixing is
minimized at the Co/Pt interfaces.
thibaut.devolder@u-psud.fr
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2305.01969v2.Lyapunov_functions_for_linear_damped_wave_equations_in_one_dimensional_space_with_dynamic_boundary_conditions.pdf | Lyapunov functions for linear damped wave equations in
one-dimensional space with dynamic boundary conditions.
Yacine Chitoura, Hoai-Minh Nguyenb, Christophe Romanc
aLaboratoire des signaux et syst` emes, Universit´ e Paris Saclay, Centralesupelec CNRS, Gif-sur-Yvette, France.
bLaboratoire Jacques Louis Lions, Sorbonne Universit´ e, Paris, France.
cLaboratoire informatique et syst` eme, Aix-Marseille Universit´ e, Marseille, France.
Abstract
This paper considers a one-dimensional wave equation on [0 ,1], with dynamic boundary conditions of second order at x= 0
andx= 1, also referred to as Wentzell/Ventzel boundary conditions in the literature. In additions the wave is subjected
to constant disturbance in the domain and at the boundary. This model is inspired by a real experiment. By the means of
a proportional integral control, the regulation with exponential converge rate is obtained when the damping coefficient is a
nowhere-vanishing function of space. The analysis is based on the determination of appropriate Lyapunov functions and some
further analysis on an associated error system. The latter is proven to be exponentially stable towards an attractor. Numerical
simulations on the output regulation problem and additional results on related wave equations are also provided.
Key words: one-dimensional wave equation, Wentzel boundary conditions, regulation, output feedback control.
The wave equation is one of the classical partial differen-
tial equations. The actual reason is that the wave equa-
tion is the continuous pendant of Newton’s second law
of motion, i.e., where momentum is equal to the sum of
the forces. As a consequence, it is also linked with the
Euler-Lagrange framework, and therefore with the prin-
ciple of least action. For stationary systems, the energy
is conserved and the action (or Lagrangian) is station-
ary. Other physical phenomena are therefore associated
with the wave equation such that electromagnetic law,
and quantum phenomena with the Klein-Gordon equa-
tion.
In the control community, the wave equation has been
mainly used for the modelization, estimation, and con-
trol of mechanical vibration and deformation phenom-
ena. The regulation and control problem applied on the
one-dimensional wave equation with dynamic bound-
ary condition has attracted the attention of many re-
searchers in the control community: crane regulation [8],
[10], [14], and [6], hanging cable immersed in water [5],
Email addresses:
yacine.chitour@l2s.centralesupelec.fr (Yacine
Chitour), hoai-minh.nguyen@sorbonne-universite.fr
(Hoai-Minh Nguyen), christophe.roman@lis-lab.fr
(Christophe Roman).drilling torsional vibrations [38], [45] ,[1], [48], piezoelec-
tric control [24], and flexible structure [18]. There are
nowadays two main classes of issues : on the one hand,
longitudinal variation with for example overhead crane
and underwater cable, and, on the other hand, torsional
variation with drilling string dynamics. The difference
is on the control objective: one aims at controlling the
position in the first case, and instead the velocity in the
second case.
The behavior of the wave equation is strongly related to
its boundary conditions. In the case of classical bound-
ary condition (i.e., Dirichlet, Neumann, Robin) that is-
sue is well understood in the linear case and without
high-order terms. Particular terms at one boundary can
compensate for anti-damping terms at other boundaries
and even in the domain, for example, see [41], [40] and
[35]. Moreover, there are cases where even if the energy
of the one-dimensional linear wave equation decreases
along trajectories, it still does not decay exponentially
[23, Section 4].
The wave equation under consideration is subject to two
dynamic boundary conditions. This model results from
an identification problem associated with a laboratory
experiment [36].
Preprint submitted to Automatica 6 February 2024arXiv:2305.01969v2 [math.AP] 5 Feb 20241 Problem statement.
The considered system is defined for t⩾0 and for x∈
(0,1), by
vtt(t, x) = (a(x)vx)x(t, x)−q(x)vt(t, x) +f(x),(1a)
vtt(t,1) =−β1vx(t,1)−νvt(t,1) +U(t) +fc,(1b)
vtt(t,0) = µ1vx(t,0)−γ1vt(t,0) +fac, (1c)
v(0,·) =v0, v t(0,·) =v1. (1d)
Here U(t) is the control input and we assume that
(h1) the function a: [0,1]→R∗
+is in W1,∞(0,1) and
that there exist a,a >0 such that a≤a(·)≤aa.e.
on [0,1]. This function is associated with the mass
and elasticity of the wave and it is also linked with
the velocity.
(h2) The function q: [0,1]→R∗
+, describing the in-
domain damping is in L∞(0,1) and satisfies q≤
q(·)≤qa.e. on [0 ,1] for some q,q >0.
(h3) The constants β1,γ1, µ1are positive real numbers,
andνis real.
(h4) The source terms f(·) is in L∞(0,1), and the real
constants fc, facare unknown and therefore they
cannot be used in the computation of the control
lawU(t).
The regularity of a(·) stated in ( h1) follows by classi-
cal arguments. In detail, for the computation, we need
a(·)vx(t,·) to be in H1(0,1). To be more precise every-
thing will be the same as in the constant parameters
case if a(·)vx(t,·) and vx(t,·) have the same regular-
ity. To get strong solutions for (1), one needs to have
that v∈H2(0,1). Next, it can be easily shown that
ifa∈W1,∞and, v∈H2(0,1) then a(·)vx(t,·) is in
H1(0,1). Note that this is just a sufficient condition for
the regularity. We refer the reader to [43, Chapter 21]
for more details about the regularity of a. In the sequel,
we also need qvt(t,·)2need to be integrable, this means
q∈L∞(0,1). For fwe actually only need it to be inte-
grable, it holds nonetheless L∞(0,1)⊂L1(0,1).
The objective of the paper is to regulate vt(t,·) to the
constant reference value vref
1, by means of a proportional
integral (PI) control law using the measurement of the
velocity collocated with the actuation, vt(1, t), in other
words, the control U(t) can take the form
U(t) :=−k(vt(t,1)−vref
1)−kiZt
0(vt(s,1)−vref
1)ds,(2)
where the constants k, kihave to be chosen. This can
be equivalently written as
U(t) =−k(vt(t,1)−vref
1)−kiηv(t), (3a)
˙ηv(t) =vt(t,1)−vref
1, η v(0) = 0 . (3b)In the literature boundary conditions of the type (1b)-
(1c) can be recast as Wentzell’s boundary conditions
[15]. It involves a modification of the usual state space
which in our case requires the addition of two finite-
dimensional state variables, in a similar way as in [39],
[25], [10], [14] and [6]. When the wave equation is more
than a one-dimensional, the reader is referred to [15] and
[4] and references therein.
This type of control problem lies in robust output reg-
ulation. There has been an effort to extend the result
and method from linear finite dimensional systems, to
infinite dimensional systems. We refer the reader to [29],
[27], [28], more recently [47] and reference within all of
them. These papers establish general results for exam-
ple [47] deals with non-linear systems. However, they
are mostly based on either passivity, strong monoticity
or exponential decay properties. These properties often
remain to be proven as it is the case of the present pa-
per. In [44], the authors establish general result on the
PI control of infinite dimensional systems with the as-
sumption beforehand on the exponential stability of the
zero input system.
The impact of the in-domain damping q(x) can be an
issue for the decay rate, as we can have some overdamp-
ing phenomenon. Intuitively, the damping should help
the decay rate of the system. But as one can see in [17]
where a semi-linear wave equation is considered, the de-
cay rate of the non-damped system is finite time, the
addition of the damping degrade this performance to an
exponential decay rate. Note that for the present case
the in-domain damping is mandatory for the proof.
There are specific configurations of (1) that can be solved
using more intricate and general control law designs,
especially those tailored to address partial differential
equations coupled with ordinary differential equations
at the boundary. If disturbances are not considered, [11]
and its extension [12] can be employed. Additionally,
assuming that a(·) is constant allows the use of [37], [50],
or [49].
These five papers primarily employ an infinite-
dimensional backstepping approach, a development
closely associated with the influential work of Miroslav
Krstic [21]. Given that the wave equation can be ex-
pressed as a coupled heterodirectional hyperbolic par-
tial differential equation (PDE), the main strategy in
the aforementioned papers involves using backstepping
transformations to decouple or cascade the PDE. This
transforms the closed-loop system into a target sys-
tem, the stability of which is easier to analyze. Notably,
the uniqueness of the present paper lies in achieving
exponential stability without the need for decoupling,
thereby establishing new potential target systems for
backstepping based design.
The closest approach associated with the present paper
2is [45] where the velocity regulation with a PI is consid-
ered. However, the controlled boundary condition con-
sidered in [45] is not a second order dynamic one, and
thus is different from the one considered in this paper.
Nevertheless, the boundary condition considered in [45]
implies the exponential stability even with small viscous
anti-damping at the boundary opposite to the actuation.
In the case under consideration, only viscous damping
at the opposite boundary is considered, and exponen-
tial stability is achieved. In [6] the wave equation is sub-
ject to two dynamic boundary conditions. The authors
establish asymptotic stability for the position stabiliza-
tion and that the decay rate is not exponential, and no
viscous terms are considered for the zero input system.
In [25], for the same model (as [6]) the exponential sta-
bility toward the origin is obtained but the control law
needs the knowledge of vxt(1, t). This can be related to
the finite dimensional backstepping done in [14]. Studies
have been conducted concerning the potential absence of
exponential stabilization for wave-like equations, as evi-
denced by works such as [26], [31], and references therein.
In a broader context, investigations into this issue ex-
tend to more general setups, as seen in [16], [46], and
related references.
PI controllers have been successfully and recently used
in order to regulate linear and non-linear PDE, see [7],
[22]. An identification procedure has been presented in
[36] for the system (1) without source terms on exper-
imental data. This means that the considered problem
can be associated with an experimental setup. A first
study has been made on this system in [33] using clas-
sical form a Lyapunov functional but it failed to prove
the exponential stability. Only asymptotic stability was
established, by using the LaSalle invariance principle.
This paper provides a new term in the Lyapunov func-
tional and an associated methodology, for the present
setup. The proof of the exponential stability is given in
Section 3. In Section 4, this proof is compared with exist-
ing results. Next the proof of the robustness of the con-
trolled system is given in Section 5. Then in Section 6
we study, using the same approach, simpler cases where
one boundary condition is a Dirichlet one and this al-
lows us to establish the exponential stability of the zero
input system in the undisturbed case. The last part of
the paper deals with numerical simulations. The numer-
ical scheme is not derived from the usual approxima-
tion of space and time derivatives. We used the fact that
the wave equation can be derived from the Lagrangian
and the least action principle to approximate the sys-
tem space energy by a finite dimensional continuous time
Euler-Lagrange equation. The finite dimensional contin-
uous time system is then numerically solved by using
symplectic integrators. This suggested numerical scheme
is new up to the authors’ knowledge and provides an
interesting alternative compares to more standard dis-
cretization schemes.Notations: IfIis an interval of real numbers, L2(I;R)
denotes (the class of equivalence of) square-integrable
functions from ItoR. Moreover L2([0,1];R) is abusively
denoted L2(0,1). Furthermore Hndenotes the Sobolev
space Wn,2, i.e.,
u∈H1⇔u∈L2, u′∈L2, (4)
in which u′denotes the derivative of u.
2 Main result
To achieve our objective, we perform a change of variable
in order to obtain an error variable u(·,·) and to prove
exponential decay of its partial derivatives.
The error variable u(·,·) is defined as follows, for every
(x, t)∈[0,1]×[0,∞)
u(t, x) :=v(t, x)−tvref
1
+Zx
01
a(s)Zs
0[−vref
1q(χ) +f(χ)]dχds
+a(0)
µ1[−γ1vref
1+fac]Zx
01
a(s)ds, (5)
η2(t) :=ηv(t)−β1
kia(1)Z1
0[−vref
1q(s) +f(s)]ds
−β1a(0)
kiµ1a(1)[−γ1vref
1+fac] +νvref
1−fc
ki.(6)
Note that, for every ( x, t)∈[0,1]×[0,∞),
u(t, x) =v(t, x)−tvref
1+F(x), (7)
ut(t, x) =vt(t, x)−vref
1, (8)
where we have gathered all the uncertainties in the func-
tionF(·) and it is immediate to deduce from (8) that
proving exponential decay of ut(in an appropriate sense)
is equivalent to prove it for vt−vref
1and hence to achieve
the desired control objective.
From now, we will therefore focus on the error variable
u(·,·). Direct computations yield that it is the solution
of the following system:
utt−(a(x)ux)x=−q(x)ut,
(t, x)∈R+×(0,1), (9a)
ut(t,1) = η1(t) (9b)
ut(t,0) = ξ1(t) (9c)
˙η1(t) =−α1η1(t)−α2η2(t)−β1ux(t,1),(9d)
˙η2(t) =η1(t), (9e)
˙ξ1(t) =−γ1ξ1(t) +µ1ux(t,0), (9f)
u(0,·) =u0, u t(0,·) =u1on (0 ,1), (9g)
η1(0) = η0, η 2(0) = η2,0ξ1(0) = ξ0. (9h)
3where α1:=k+νandα2:=ki, and kis chosen such
thatα1is positive.
Consider the following Hilbert spaces
Xw: =H1((0,1);R)×L2((0,1);R)×R3,(10)
Xs: =H2((0,1);R)×H1((0,1);R)×R3.(11)
The wave equation is associated with the following ab-
stract problem
˙X(t) +AX(t) = 0 , (12a)
X(0) =X0∈Dom(A)⊂Xs⊂Xw, (12b)
in which
∀z∈Dom(A),Az:=
−z2
−(az′
1)′+qz2
α1z3+α2z4+β1z′
1(1)
−z3
γ1z5−µ1z′
1(0)
,(13)
and
Dom(A) :={z∈Xs;z2(1) = z3, z2(0) = z5}.(14)
Our well-posed result goes as follows.
Theorem 1 Considering assumption (h1)and(h2), the
abstract problem (12) is well-posed. In order words for
any initial data X0∈Dom(A), there exists a unique
solution to the abstract problem (12), such that for any
t≥0,X(t)∈Dom(A)⊂Xsand
X ∈C0([0,∞);Dom(A))∩C1([0,∞);Xw),(15)
Xwis the state space of weak solutions and the Hilbert
space considered and is defined in (10).Xsis the state
space of strong solutions and is defined in (11).
In addition, for all initial data X0∈Xw, there exists a
weak solution X(t)∈Xwto the abstract problem (12)
given by
X(t) =S(t)X0, (16)
in which Sis the C0-semigroup generated by the un-
bounded operator A. Moreover, it holds
X ∈C0([0,∞);Xw). (17)
The proof is based on finding a transformation such that
the abstract problem is associated with a linear maxi-
mal monotone operator. Then the conclusion is drawnby using the Hille-Yosida theorem. The part on weak
solutions holds true from the fact that Dom( A) is dense
inXw, and therefore S(t) defined a strongly continu-
ous map from XwtoXw. Details are provided in Ap-
pendix A. The state is
X(t) := [ u(t,·), ut(t,·),
η1(t), η2(t), ξ1(t)]∈Dom(A)⊂Xs.(18)
We define the energy Euof a solution of (9) as ∀t≥0
Eu(t) :=1
2Z1
0(ut(t, x)2+a(x)ux(t, x)2)dx. (19)
Note that this energy is invariant by translations with
constants, i.e., Eu=Evifu−vis a constant func-
tion. Moreover, the absolutely continuous function
u(·,1)−η2(·) is constant along a trajectory of (9) and
equal to u∗where
u∗:=u0(1)−η2(0). (20)
Our objective is to establish the exponential stability of
the trajectory with respect to the following attractor
S:={z∈Xw, z1(·) =d, d∈R, z2(·) = 0 ,
z3= 0, z4= 0, z5= 0}. (21)
This attractor is the kernel of the following functional
Γ(X(t)) :=Z1
0[u2
t(t, x) +u2
x(t, x)]dx
+η2
1(t) +η2
2(t) +ξ2
1(t), (22)
indeed it holds
Γ(z) = 0⇔z∈S. (23)
We establish the following result.
Theorem 2 Consider the 1D wave equation (9)with the
assumptions (h1),(h2),(h3), and with α2, α1>0. Then,
there exist a positive constant ρ, and a positive constant
Msuch that, for every weak solution X, it holds,
Γ(X(t))⩽MΓ(X(0))e−ρt. (24)
and the system is exponentially stable towards the attrac-
torS.
In addition it holds that max x∈[0,1]|u(t, x)−u∗|tends
exponentially to zero as ttends to infinity, with a decay
rate larger than or equal to ρ.
4Theorem 3 Under assumption (h1)-(h2), and for any
ki=α2>0andβ1, µ1>0, the conclusion on Theorem 2
still holds if
α1>−β1κ2
2a(1)+κ1κ2, (25)
γ1>−µ1κ2
2a(0)+κ1κ2, (26)
where
κ1:=1
a
3a+∥ax∥L∞
2+q
2
, (27)
κ2:=2
q(1 +q
2+κ1). (28)
Remark 1 The link between α1andνis defined right
below (9). This theorem means in particular that (24)
holds in a robust way and the regulation can even admit
small anti-damping at the uncontrolled boundary for cer-
tain value of µ1,a(·), and q(·).
3 Proof of Theorem 2
This proof follows a standard strategy: the result is first
established for strong solutions by the determination of
Lyapunov functions verifying an appropriate differential
inequality, and then it is extended to weak solutions by
a classical density argument. Hence, in the sequel, solu-
tions of (9) are all assumed to be strong.
We start with the time derivative of Eualong a strong
solution. It holds for t≥0
˙Eu=−Z1
0qu2
tdx+a(1)η1(t)ux(t,1)
−a(0)ξ1(t)ux(t,0). (29)
One also has, for t≥0, after using (9d) and (9e)
a(1)η1(t)ux(t,1) =−a(1)
β1η1(t)
˙η1(t) +α1η1(t)
+α2η2(t)
=−d
dta(1)
2β1(η2
1(t) +α2η2
2(t))
−a(1)α1
β1η2
1(t). (30)
Similarly, one also has, for t≥0, after using (9f)
−a(0)ξ1(t)ux(t,0) =−a(0)
µ1ξ1(t)
˙ξ1(t) +γ1ξ1(t)
=−d
dta(0)
2µ1ξ2
1(t)
−a(0)γ1
µ1ξ2
1(t).(31)Define for t≥0
F(X(t)) := Eu(t) +a(1)
2β1η2
1(t) +a(0)
2µ1ξ2
1(t).(32)
Then, by gathering (29), (30) and (31), one deduces that,
fort≥0,
d
dt
F+a(1)α2
2β1η2
2(t)
=−Z1
0qu2
tdx
−a(1)α1
β1η2
1(t)−a(0)γ1
µ1ξ2
1(t). (33)
To conclude on the exponential stability we also need a
negative term in u2
xandη2
2. We next consider an extra
term which will be added in the candidate Lyapunov
function in the sequel. From (20) it holds that
η2(t) =u(t,1)−u∗, t≥0. (34)
Set
ξ2(t) :=u(t,0)−u∗, t≥0. (35)
One has, for t≥0, that
d
dtZ1
0(u−u∗)utdx
=Z1
0u2
t+Z1
0(u−u∗)utt
=Z1
0u2
t+Z1
0(u−u∗)(aux)x−Z1
0q(u−u∗)ut
=Z1
0u2
t−Z1
0au2
x−d
dtZ1
0q
2(u−u∗)2dx
+a(1)η2ux(t,1)−a(0)ξ2ux(t,0). (36)
Using (9d) and (9f), one deduces after computations sim-
ilar to those performed to get (30) and (31), that, for
t≥0,
η2ux(t,1) =−α2η2
2(t) +η2
1(t)
β1
−d
dtα1
2η2
2(t) +η1(t)η2(t)
β1
, (37)
−ξ2ux(t,0) =ξ2
1(t)
µ1−d
dtγ1
2ξ2
2(t) +ξ2(t)ξ1(t)
µ1
.(38)
We next define for t≥0
W(X(t)) =Z1
0(u−u∗)utdx+Z1
0q
2(u−u∗)2dx
+a(1)
β1α1
2η2
2(t) +η2(t)η1(t)
+a(0)
µ1γ1
2ξ2
2(t) +ξ2(t)ξ1(t)
. (39)
5Gathering (36), (37) and (38), it holds for t≥0
˙W=−Z1
0au2
x−a(1)α2
β1η2
2(t) +Z1
0u2
t
+a(1)
β1η2
1(t) +a(0)
µ1ξ2
1(t). (40)
We finally define the candidate Lyapunov function V
used for proving Theorem 2, which is positive definite
for some constant ℓsuch thatp2q> ℓ > 0 by
V(X(t)) =F(X(t)) +a(1)α2
2β1η2
2(t)
+ℓW(X(t)),≥0. (41)
Putting together (32) and (39), it holds for t≥0,
V(X(t)) =Eu(t)
+ℓZ1
0
(u−u∗)ut+q
2(u−u∗)2
dx
+a(1)
2β1
η2
1+α2η2
2+ℓ(2η2η1+α1η2
2)
+a(0)
2µ1
ξ2
1+ℓ(2ξ2ξ1+γ1ξ2
2)
. (42)
and similarly, putting together (33) and (40), it holds
fort≥0,
˙V=−Z1
0(q
2−ℓ)u2
tdx−ℓZ1
0au2
xdx
−a(1)
β1
(α1−ℓ)η2
1+α2ℓη2
2
−a(0)(γ1−ℓ)
µ1ξ2
1. (43)
The purpose of Vdefined in (42) compared with Fis
to make negative terms in u2
xandη2
2appear. Next we
compare the functional Vto the functional Γ defined in
(22).
Proposition 1 With the notations above, and Γdefined
in(22), there exist ℓ > 0and two positive constants
c, C, ρ > 0such that for every strong solution X(t)of
(9), one gets, for t≥0,
cΓ(X(t))≤V(X(t))≤CΓ(X(t)), (44)
˙V(X(t))≤ −CρΓ(X(t)). (45)
Remark 2 Using α1andα2as tuning parameters one
can show that a necessary condition for
˙V(X(t))⩽−CρΓ(X(t)). (46)is that
Cρ < min{aq
4, aq
2q,aa(0)γ1
aµ1+a(0)}. (47)
This upper bound is deduced from the next inequalities
extracted from (43)and the condition for Vto be definite
positive.
q
2q> ℓ (48)
q
2−ℓ > Cρ (49)
ℓa > Cρ (50)
a(0)(γ1−ℓ)
µ1> Cρ (51)
Moreover as candCdoes not depend on q. It holds for
the decay rate ρ
ρ−→
q→00. (52)
The suggested approach allows us only to conclude for
stability when q= 0, and in this case we can stop at (33).
Nevertheless following [33] or [6] we could use LaSalle’s
invariance principle to establish asymptotic stability. If
in addition α2= 0, in the case of no integrator the system
falls as a one-dimensional particular case of [4, Theorem
1.2], and therefore the decay rate is at least logarithmic.
PROOF. Using (20) and (32) one can observe that for
every t≥0 and x∈[0,1] it holds
|u(t, x)−u∗|2≤2|u(t, x)−u(t,1)|2+ 2η2
2(t)
≤2Z1
0u2
x(t, x)dx+ 2η2
2(t)
≤4
aEu(t) + 2η2
2(t), (53)
As an immediate consequence, one gets that, for t≥0,
Z1
0(u−u∗)2dx≤4
aEu(t) + 2η2
2(t), (54)
ξ2
2(t)≤4
aEu(t) + 2η2
2(t). (55)
The proof of (44) relies now on the combination of (42),
(54) and (55), several completions of squares and the
Cauchy-Schwartz inequality. As for the argument of
(45), it is obtained similarly by using (43), (54) and (55),
Relying on Proposition 1, we complete the proof of The-
orem 2.
6From (44) and (45), it follows that ˙V≤ −ρVhence
yielding exponential decrease of Vat the rate ρand the
similar conclusion holds for Γ, thanks to (45). All items
of Theorem 2 are proven after using (53).
4 Discussion on the proof of the Theorem 2
There exist cases where the linear one-dimensional wave
does not decay exponentially. For example, the solution
uof the system
utt(t, x) =uxx(t, x),∈R+×(0,1), (56a)
u(t,0) = 0 , (56b)
utt(t,1) =−ux(t,1)−ut(t,1), (56c)
does not decrease exponentially towards the origin, see
[23, Section 4]. It follows a t−1sharp decay rate. The
addition/suppression of one term can make the decay
rate drastically different, for example
utt(t, x) = (aux)x(t, x),∈R+×(0,1),(57a)
utt(t,0) = ux(t,0), (57b)
utt(t,1) =−ux(t,1)−ut(t,1)−u(t,1)
utt(t,1) =−uxt(t,1), (57c)
is exponentially stable [25], whereas
utt(t, x) = (aux)x(t, x),∈R+×(0,1),(58a)
utt(t,0) = ux(t,0), (58b)
utt(t,1) =−ux(t,1)−ut(t,1)−u(t,1),(58c)
is not exponentially stable, see [6]. However the solution
of (57) need to be more regular, see [25]. The energy of
the following two systems
utt(t, x) =uxx(t, x),∈R+×(0,1), (59a)
ux(t,0) = ut(t,0), (59b)
ux(t,1) =−ut(t,1), (59c)
and
utt(t, x) =uxx(t, x),∈R+×(0,1), (60a)
ux(t,0) = ut(t,0), (60b)
utt(t,1) =−ux(t,1)−ut(t,1), (60c)
are exponentially decreasing [34]. Typically, for both pre-
vious cases, the exponential decrease and stability can
be obtained via Energy/Lyapunov approach using cross
terms in the following form.
Z1
0(1 +x)utuxdx, (61)which can make negative term as u2
xandu2
tappear for
the Energy/Lyapunov functional derivative. This pervi-
ous term implies boundary terms in the following form
u2
x+u2
t1
x=0, (62)
in the case of (59b)-(59c) or (60b)-(60c) we can manage
to handle this term. However, this is problematic when
considering both boundary conditions as (9d) and (9f).
Indeed, even when α2= 0, we do not arrive to cope with
the term u2
xboth in 0 and 1. This incapacity to handle
the term u2
xwith both dynamic boundary conditions is
properly shown in [33] with more general form of uxut
cross terms, and considering a large family of reforma-
tion as hyperbolic PDE for example.
In particular the term (62) can be also taken care of if we
have damped position terms ( u) on the domain. Indeed
in this case, this term enable us to use cross terms like
Z1
0uut, (63)
The exponential stability of the linear wave equation at
the origin with both dynamic boundary condition and
damped in velocity and position everywhere is estab-
lished in [32, Chapter 9]. We stress that the paper deals
with velocity regulation which has been transformed to
velocity exponential stability. The term (63) is close to
the one we suggest
Z1
0(u−u∗)ut, (64)
This mostly corresponds to the beforehand knowledge
of the limit value of ufor the system. This can be made
because the integrator part of the system captures the
distance between the state and the attractor. In our case
this term can be added because qis strictly positive, see
(36).
5 Proof on Theorem 3
We start from the proof of Theorem 2, in (43), then we
compute the derivative of the following cross term, using
integration by parts
d
dtZ1
0(1−2x)uxutdx
=−a(1)u2
x(t,1) +a(0)u2
x(t,0)
2
+Z1
0(2a+(a(1−2x))′
2)u2
x−η2
1(t) +ξ2
1(t)
2dx
+Z1
0u2
tdx−Z1
0(1−2x)quxutdx. (65)
7The above cross term can be used to make negative terms
inη2
1andξ2
1appear at the cost of positive terms in u2
t
andu2
x.
Consider that |ℓ2|<√athen
Gu=Vu+ℓ2Z1
0(1−2x)uxutdx, (66)
is positive.
Gathering (43) and (65), and using the Young’s inequal-
ity, the derivative of Gualong the trajectory is
˙Gu≤ −Z1
0(q
2−ℓ−ℓ2−ℓ2q
2)u2
tdx
−Z1
0(ℓa−ℓ2(2a+(a(1−2x))′
2)−ℓ2q
2)u2
xdx
−a(1)
β1(α1−ℓ) +ℓ2
2
η2
1−(a(0)(γ1−ℓ)
µ1+ℓ2
2)ξ2
1
−a(1)
β1α2ℓη2
2 (67)
The exponential stability still holds if the following in-
equalities hold
q
2−ℓ−ℓ2(1 +q
2)>0, (68)
ℓa−ℓ2(3a+a′
2+q
2)>0, (69)
2a(1)(α1−ℓ) +β1ℓ2>0, (70)
2a(0)(γ1−ℓ) +µ1ℓ2>0. (71)
A sufficient condition for the four previous inequalities
to hold is
ℓ2< κ2, (72)
ℓ > κ 1κ2, (73)
2a(1)(α1−κ1κ2) +β1κ2>0, (74)
2a(0)(γ1−κ1κ2) +µ1κ2>0. (75)
where κ1andκ2are defined in (27)-(28). This concludes
the proof.
6 Exponential stability for the zero input sys-
tem with no disturbance.
In the following we investigate and establish results on
associated problems. We first start with a wave equa-
tion subject to a Dirichlet’s boundary conditions and a
2nd order dynamic boundary condition. The second sys-
tem we add an integral action to the dynamics boundary
condition. The third and last system consist of a wave
equation with both 2nd order dynamics boundary con-
ditions, and correspond to the zero input system with
no disturbance.Proposition 2 Consider the following 1D wave equa-
tion
utt−(aux)x=−qut,(t, x)∈R+×(0,1),(76a)
ut(t,1) = η1(t), (76b)
˙η1(t) =−α1η1(t)−β1ux(t,1), (76c)
u(t,0) = 0 , t≥0, (76d)
u(0,·) =u0, u t(0,·) =u1,on(0,1), (76e)
η1(0) = η0. (76f)
where a(·),q(·)are respecting (h1)-(h2), and with α1and
β1are strictly positive.
The state of this system is
X2(t) =[u(t,·), ut(t,·), η1(t)]∈Dom(A2), (77)
where A2is the unbounded operator associated with (76).
The domain is defined as
Dom(A2) ={z∈X2,s, z1(0) = 0 , z2(1) = z3},(78)
where X2,sis the space of strong solutions, and X2,wis
the space of weak solutions defined as
X2,s=H2×H1×R, (79)
X2,w=H1×L2×R. (80)
Finally, consider
Γ2(X2(t)) =Z1
0(u2
t(t, x) +u2
x(t, x))dx
+η2
1(t). (81)
Then, there exist a positive constant ρand a positive
constant Msuch that for every weak solution X2, it holds
Γ2(X2(t))⩽MΓ2(X2(0))e−ρt. (82)
And the system is exponentially stable towards the origin
ofX2,w.
In addition, it holds that max x∈[0,1]|u(t, x)|tends expo-
nentially to zero as ttends to infinity, with a decay rate
larger than or equal to ρ.
The following system is when we consider an integral
part at the dynamic boundary for (76).
Proposition 3 Consider the following 1D wave equa-
8tion,
utt−(aux)x=−qut,(t, x)∈R+×(0,1),(83a)
ut(t,1) = η1(t), (83b)
˙η1(t) =−α1η1(t)−α2η2(t)−β1ux(t,1), (83c)
˙η2(t) =η1(t), (83d)
u(t,0) = 0 , t≥0, (83e)
u(0,·) =u0, u t(0,·) =u1,on(0,1), (83f)
η1(0) = η0, η 2(0) = η2,0. (83g)
where a(·),q(·)are respecting (h1)-(h2), and with α1,α2
andβ1are strictly positive.
Forx∈[0,1], define
v(x) :=C2Zx
0ds
a(s), (84)
C2:=a(1)α2
a(1)α2R1
0ds
a(s)+β1u∗(1). (85)
The state of this system is
X3(t) = [u(t,·), ut(t,·), η1(t),
η2(t)]∈Dom(A3), (86)
where A3is the unbounded operator associated with (83).
The domain is defined as
Dom(A3) ={z∈X3,s, z1(0) = 0 , z2(1) = z3},(87)
where X3,sis the space of strong solutions, and X3,wis
the space of weak solutions defined as
X3,s=H2×H1×R2, (88)
X3,w=H1×L2×R2. (89)
Finally, consider
Γ3(X2(t)) =Z1
0((u(t, x)−v(x))2+u2
t(t, x)
+u2
x(t, x))dx
+η2
1(t) + (η2(t)−β1C2
a(1)α2)2.(90)
Then, there exists a positive constant ρand a positive
constant Msuch that for every weak solution X2, it holds
Γ3(X3(t))⩽MΓ3(X3(0))e−ρt. (91)
And the system is exponentially stable towards the at-
tractor defined as ker (Γ3(·)).
In additions, it holds that max x∈[0,1]|u(t, x)−v(x)|tends
exponentially to zero as ttends to infinity, with a decay
rate larger than or equal to ρ.Now we consider the case where α2= 0 in (9). This
system has been studied in a more general and multidi-
mensional setup in [4], the author establishes with lessen
hypothesis logarithmic decay rates.
Proposition 4 Consider the following 1D wave equa-
tion,
utt−(aux)x=−qut,(t, x)∈R+×(0,1),(92a)
ut(t,1) = η1(t), (92b)
ut(t,0) = ξ1(t), (92c)
˙η1(t) =−α1η1(t)−β1ux(t,1), (92d)
˙ξ1(t) =−γ1ξ1(t) +µ1ux(t,0), (92e)
u(0,·) =u0, u t(0,·) =u1on(0,1), (92f)
η1(0) = η0, ξ 1(0) = ξ0. (92g)
where a(·),q(·)are respecting (h1)-(h2), and with α1, β1,
γ1andµ1are positive. The state of this system is
X4(t) =[u(t,·), ut(t,·), η1(t), ξ1(t)]∈Dom(A4),(93)
where A4is the unbounded operator associated with (92).
The domain is defined as
Dom(A4) ={z∈X3,s;
z2(0) = z4, z2(1) = z3}, (94)
where X3,sis the space of strong solutions, and X3,w
is the space of weak solutions, both defined in (88)-(89)
Finally, consider
Γ4(X4(t)) =Z1
0(u2
t(t, x) +u2
x(t, x))dx
+η2
1(t) +ξ2
1(t). (95)
Then, there exists a positive constant ρand a positive
constant Msuch that, for every weak solution X4, it holds
Γ4(X4(t))⩽MΓ4(X4(0))e−ρt. (96)
And the system is exponentially stable towards the at-
tractor S4defined by
S4={z∈X3,w, z1(·) =d, d∈R, z2(·) = 0 ,
z3= 0, z4= 0}. (97)
which is the kernel of Γ4(·).
In addition, there exists u∗so that max x∈[0,1]|u(t, x)−u∗|
tends exponentially to zero as ttends to infinity.
PROOF.
We start by proving Proposition 2. As before, the ar-
gument is based on an appropriate Lyapunov function
9¯Vu=¯Fu+ℓ¯Wuwhere ℓis a positive constant to be cho-
sen and
¯Fu(t) :=1
2Z1
0(u2
t+au2
x)dx+a(1)
2β1η2
1, (98)
¯Wu(t) :=Z1
0uutdx+1
2Z1
0qu2dx
+a(1)
β1η1u(t,1)+a(1)α1
2β1u(t,1)2. (99)
One gets, using integration by parts, (76c), and (76d)
˙¯Fu(t) :=−Z1
0(qu2
t)dx−a(1)α1
β1η2
1, (100)
˙¯Wu(t) :=Z1
0u2
tdx−Z1
0au2
xdx+a(1)
β1η2
1.(101)
Therefore
˙¯Vu=−Z1
0(q−ℓ)u2
tdx−ℓZ1
0au2
xdx
−a(1)
β1(α1−ℓ)η2
1. (102)
The conclusion follows by taking ℓ >0 small enough and
noting that, thanks to the Dirichlet boundary condition
(83e), for every t≥0 and x∈[0,1]
|u(t, x)|2=|u(t, x)−u(t,0)|2
≤Z1
0u2
x(t, x)dx≤2Eu(t)≤2¯Fu(t).(103)
One proceeds by establishing an analog to Proposition 1
where Γ and Vare replaced by Γ 2and¯Vuin order first
to obtain that˙¯Vu≤ −ρ¯Vufor some positive constant ρ
independent of the state and finally to conclude as in the
final part of the argument of Theorem 2.
We next turn to the proof of Proposition 3. Using the
notations of the proposition, we set
w(t, x) : = u(t, x)−v(x), t≥0, x∈[0,1],
¯η2(t) : = η2(t) +β1C2
a(1)α2, t≥0. (104)
It is a matter of elementary computations to check that
wis the solution of (83) with different and corresponding
initial conditions with the Dirichlet boundary condition
atx= 0 (since v(0) = 0) and the boundary condition
given by
˙η1(t) =−α1η1(t)−α2¯η2(t)−β1wx(t,1), (105)
˙¯η2(t) =η1(t). (106)It holds
w∗(1) := w(t,1)−¯η2(t)
=u∗(1)−v(1)−β1C2
a(1)α2
=u∗(1)−C2(Z1
0ds
a(s)+β1C2
a(1)α2) = 0 .(107)
We have essentially reduced the problem to only deal
with solutions of (92) with the Dirichlet boundary con-
dition at x= 0, with the additional constraint that
w∗(1) = 0. In that case, we consider the candidate Lya-
punov function ˜Vw=˜Fw+ℓ˜Wwwhere ℓis a positive
constant to be chosen and
˜Fw(t) : =1
2Z1
0(w2
t+aw2
x)dx
+a(1)
2β1(η2
1+α2¯η2
2), (108)
˜Ww(t) :=Z1
0wwtdx+1
2Z1
0qw2dx
+a(1)
β1α1
2¯η2
2+η1¯η2
. (109)
One gets
˙˜Vu=−Z1
0(q−ℓ)w2
tdx−ℓZ1
0aw2
xdx
−a(1)
β1(α1−ℓ)η2
1−ℓa(1)α2
β1¯η2
2, (110)
where we have repeatedly used the equality w(t,1) =
¯η2(t). By following what has been done previously, the
conclusion follows.
We finally prove Proposition 4. As before the argument
is based on an appropriate Lyapunov function ¯Vudefined
later. We first consider Fgiven in (32) and note that for
t≥0 it holds
˙F=−Z1
0qu2
tdx−a(1)α1
β1η2
1(t)−a(0)γ1
µ1ξ2
1(t).(111)
We next compute along solutions of (92) the following
time derivative
d
dtZ1
0
u(t, x)−u(t,1)
ut(t, x)dx
=
+Z1
0u2
tdx−Z1
0q
u(t, x)−u(t,1)
ut(t, x)dx
+
u(t,1)−u(t,0)
a(0)ux(t,0)
−Z1
0au2
xdx−η1Z1
0ut(t, x)dx. (112)
10In the above equation, we use (92e) to get rid of ux(t,0)
and, to obtain for t≥0 that
u(t,1)−u(t,0)
ux(t,0) =
+
u(t,1)−u(t,0)˙ξ1+γ1ξ1
µ1
=d
dt
u(t,1)−u(t,0)ξ1
µ1
−(η1−ξ1)ξ1
µ1+γ1ξ1
µ1
u(t,1)−u(t,0)
. (113)
Setting for t≥0
Gu(t) : =Z1
0
u(t, x)−u(t,1)
ut(t, x)dx
−a(0)ξ1
µ1
u(t,1)−u(t,0)
, (114)
we deduce from the above that along with solutions of
(92) that
˙Gu=Z1
0u2
tdx−Z1
0au2
xdx−a(0)ξ1
µ1(η1−ξ1)
+a(0)γ1ξ1
µ1
u(t,1)−u(t,0)
−η1Z1
0ut(t, x)dx
−Z1
0q
u(t, x)−u(t,1)
utdx. (115)
We finally recall that there exists a positive constant
Ca(independent of the solutions of (92)) such that, for
t≥0,
Z1
0|ut|dx+ max
x∈[0,1]|u(t, x)−u(t,1)|
≤Z1
0(|ut|+|ux|)dx
≤CaE1/2
u(t). (116)
We now choose ¯Vu=F+ℓGuforℓ >0 small enough. Us-
ing repeatedly the Cauchy-Schwarz inequality, and (116)
in (111) and (115), one gets for εandℓsmall enough
that (44) and (45) hold true, from which one deduces
Item( i) of Proposition 4.
Finally, to get Item( ii) of Proposition 4, first notice that
u(t,1) admits a limit u∗asttends to infinity since, for
every t, t′>0 it holds u(t,1)−u(t′,1) =Rt
t′η1andη1
decreases to zero exponentially. The conclusion follows
now by using (116).
Remark 3 In the proofs of all our results, one could use
the function Gu(especially the integral term) to obtainthe exponential decrease of Euand some of the compo-
nents of the Wentzell’s boundary conditions. However,
this does not allow one to determine the limit u∗for the
solution uin terms of initial conditions. In particular,
we are not able to characterize u∗in Proposition 4.
Note also that
u(t, x)−u(t,1) =−Z1
xux(t, s)ds. (117)
This can be related with the means of uxand therefore
we have extended our Lyapunov function with a space
moving evaluation of the mean of the force/torque. Indeed
uxis associated with the torque or the force in mechanical
setup.
7 Numerical schemes and simulations.
There exist several ways to compute numerical approxi-
mation of the solution of evolution problems associated
with partial differential equation, [42]. In the case un-
der consideration, spectral methods lead to an estima-
tion of the base function at each time step due to the
dynamics boundary condition. This requires an impor-
tant computing power. As we have only one dimension
in space finite-element methods reduce to finite differ-
ence methods with (possibly unequal) spacial step. Fi-
nite different methods can be delicate to design in or-
der to ensure at the same time numerical stability and
good approximation. Note that there also exist specific
schemes based on Riemann invariants [2]. These last
schemes have good numerical property, but their exten-
sion to dynamic boundary conditions is not obvious.
In this paper, we suggest a new approach, which pro-
vides numerical scheme stability and therefore achieves
structural stability. It is based on the discretization of
the Lagrangian associated with the wave equation. This
approach leads to a special finite difference scheme. As
previously said the wave equation in its stationary form
can be associated with a Lagrangian. For the case un-
der consideration (1), (in the stationary case where ν=
U(t) =fc=γ1=fac= 0), this Lagrangian is given by
L(v(t,·)) =Z1
01
2(v2
t(t, x)−a(x)v2
x(t, x))dx
+1
2(a(1)
β1vt(t,1)2+a(0)
µ1vt(t,0)2).(118)
Following the strategy in [20] and the least action princi-
ple, the dynamics of the system is associated with a sta-
tionary action. The action for any time interval is given
as
I(v) =Ztf
tiL(v(t,·))dt. (119)
11A stationary action means that the first variation is equal
to zero
δI(v, δv) = 0 , (120)
where the first variation is defined as
δI(v, δv) =δI(v+δv)−δI(v) +O(∥δv∥2).(121)
Computation gives the following stationary system
vtt−(avx)x= 0,(x, t) inR+×(0,1),(122a)
vtt(t,1) =−β1vx(t,1), (122b)
vtt(t,0) = µ1vx(t,0). (122c)
This is the stationary part of (1), as usual the less ac-
tion principle, the dissipation and the input are added
afterward to obtain exactly (1). Now consider a discrete
version of (118)
Ld(vd(t)[·]) =1
2N−1X
i=1[ ˙vd(t)[i]2
−ai−1
12(vd(t)[i]−vd(t)[i−1]
dxi)2
−ai
3(vd(t)[i+ 1]−vd(t)[i−1]
dxi+dxi+1)2
−ai+1
12(vd(t)[i+ 1]−vd(t)[i]
dxi+1)2]dxi
+1
2aN
β1˙vd(t)[N]2+1
2a0
µ1˙vd(t)[0]2.(123)
The integral part in v2
xhas approximated using Simp-
son’s 1 /3 rule. The derivation of the Euler-Lagrange
equation can then be done by a symbolic numerical com-
putation. This gives an autonomous stationary linear fi-
nite dimensional system:
E¨vd(t) =Avd(t), (124)
with σ(A)∈iR. It holds
E= diagh
1
β1dx1. . . dx N−11
µ1i
. (125)
Then we add dissipation with a positive symmetric ma-
trixR, source term (disturbance and action) and obser-
vation,
E¨vd(t) =Avd(t)−R˙vd(t) +BU(t) +fet,(126a)
y(t) =C˙vd(t). (126b)
with
fT
et=h
fcf1f2. . . f aci
(127)which represents the disturbance, and with
R= diagh
ν q1. . . q N−1γ1i
. (128)
The control U(t) is computed through
˙ηv(t) =y(t)−yref, (129a)
U(t) =−kiηv(t)−kp(y(t)−yref). (129b)
As the main idea of this discretization scheme is to have
a good approximation of the energy, we suggest going
on with this idea using symplectic integrator scheme,
see [13] and references within. These methods, like the
Crank-Nicolson method have the property preserve the
energy as time evolves. It is known that for a system
which has an eigenvalue in iRexplicit schemes are un-
stable, and implicit schemes are exponentially stable see
[13]. As our system has structurally the zero eigenvalue,
symplectic numerical discretization schemes tend to give
better behaviors approximation.
The idea of a symplectic scheme is to combine an implicit
scheme together with an explicit one. This leads to
vd[k+ 1] = vd[k] + ∆ t˙vd[k+ 1], (130)
E˙vd[k+ 1] = E˙vd[k] + ∆ t Avd[k]−∆t R˙vd[k+ 1]
+ ∆t BU[k] + ∆ tf. (131)
The second line is implicit, but Rin our case is a diagonal
matrix and so the associated inverse matrix is easily
computed
˙vd[k+ 1] =(1 + ∆ tE−1R)−1( ˙vd[k] + ∆ t E−1Avd[k]
+ ∆t E−1BU[k] + ∆ tE−1f). (132)
There are several key points to note in this last equation.
First, the term (1 + E−1∆tR)−1correspond to a con-
traction map in the case where Ris positive, and there-
fore is associated with dissipation terms. Second, in the
case where Rrepresent anti-dissipation term, there exist
discretized steps∆t
dxwhere the numerical shame is unde-
fined. Third, where R= 0, these equations are two-step
explicit ones. The value selected for the numerical simu-
lation for the output regulation problem is summarized
in Table 1.
The Figure 1 illustrates the behavior of the output reg-
ulation problem, we observe that boundary velocities of
the system goes exponentially towards the constant ref-
erence. In Figure 2 the time response of the regulation
problem objectives are depicted. The in-domain velocity
converges in L2norm towards the reference. The con-
trol law associated with these time responses are given
in Figure 3. It is not clear how to select the control gain
to provide rapidity and robustness. Getting an urge in-
tegrator gain in order to have the control go faster to-
wards its steady state may cause some heavy oscillation.
However, as proven the exponential stability still holds.
12Symbol value Symbol value
N 199 fc −1
a(x) sin(2 x) + 2 fac 1
q(x) .01 + .1x2kp 10
f(x) sin(2πx) ki=α2 20
β1 20 vref
1 5
µ1 20 vd[·] 0
ν 1 ˙vd[0 :N] 0
γ1 1 ∆t 0.001
Table 1
Parameter values for the simulation.
The time response of the wave equation velocity is drawn
as a surface in a 3d perspective in Figure 4. There is
first some important oscillation, with traveling wave go-
ing back and forth from the boundary, then the oscilla-
tion rapidly goes smaller, and finally the velocity goes
smoothly towards the reference. The time response of
the position is given in Figure 5. The impact of the con-
stant disturbance are more visible in this graph. The os-
cillations observed in Figure 5 are mainly due to the dis-
turbance which needs a particular distribution of the po-
sition along the space. Once this particular distribution
is obtained, the constant disturbance is compensated by
the integrator. The last figure, Figure 6 depicts vx(t,·)
it allows to observe the effect of the disturbance and the
in-domain damping. The smooth convergence of the ve-
locity can be compared with the behavior of vx(t,·).
0 2 4 6 8 10 12 14
time t0.02.55.07.510.0velocityvt(0, t)
vt(1, t)
Fig. 1. The boundary velocities times responses.
8 Conclusion
This paper presents the first systematic Lypunov anal-
ysis for a 1-dimensional damped wave equation subject
to various dynamic (or Wentzell) boundary conditions,
in the case where the damping is everywhere active. As
a particular case, we also provide a regulation law for a
wave equation (with dynamic boundary conditions) by
the means of a PI control. The control law achieved ex-
ponential decay rate towards the constant reference, and
0.0 2.5 5.0 7.5 10.0 12.5 15.0
time t−5.0−2.50.02.55.0objectivevt(0, t)−vref
t
vt(1, t)−vref
t∫x
0(vt(x, t)−vref
t)dxFig. 2. The objectives times responses.
0 2 4 6 8 10 12 14
time t20406080100U(t)
Fig. 3. The control law time response.
Fig. 4. The distributed velocity ˙ v(t, x) time response.
the rejection of constant disturbance. The possible re-
jection of the disturbance by the integral action can be
explained by the interne model principle. The numeri-
cal simulation shows the behavior of the closed-loop sys-
tem with unknown disturbance. Future work will be to
use some of the exponential decay system study in the
appendix as the target system for infinite-dimensional
backstepping control design. There is also a great inter-
est towards considering non-linear terms. For example,
what is happening when the damping is non-linear like in
[17], or even can we generalize towards non-linear waves
13Fig. 5. The distributed position v(t, x) time response.
Fig. 6. The distributed vx(t, x) time response.
as
utt= (a(x)uxp
1 +u2x)x−q(x)ut. (133)
Moreover for practical applications there is great inter-
est studying the wave equation with dynamics bound-
ary condition but with a non-linear friction term at the
boundary opposite to the control, typically LuGre fric-
tion term.
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A Proof of Theorem 1
The proof follows the same lines as the ones exposed in
[36]. The idea of the proof is to decompose the operator
Adefined in (13) into a maximal monotone part and a
remaining part. We should be able to cancel the remain-
ing part with a bijective change of variable. Finally, we
conclude using the following theorem.
15Theorem 4 (Hille-Yosida [3, Theorem 7.4 ]) Let
Abe a maximal operator on the Hilbert space Hthen for
every X0∈ D
A
there exists a unique solution Xto
the following abstract problem.
dX
dt(t) +AX(t) = 0 , (A.1a)
X(0) = X0. (A.1b)
with
X∈C1([0,∞);H)∩C([0,∞);D
A
). (A.2)
Now consider the following operator
∀z∈ D(G), Gz =
−z2
−(az′
1)′+z2+z1
β1z′
1(1)
0
−µ1z′
1(0)
, (A.3)
and the following matrix
B=
0 0 0 0 0
1−q+ 1 0 0 0
0 0 −α1−α20
0 0 1 0 0
0 0 0 0 −γ1
. (A.4)
The domain of Gis equal to the domain of A. One gets
A=G+B. (A.5)
Gis a monotone part, this is established in the following
lemma and Bis a bounded operator.
Lemma 5 The unbounded linear operator Gdefined in
(A.3) is a maximal monotone operator on Xwdefined in
(11).
PROOF. Considering the following scalar product onXw
⟨z, q⟩=Z1
0(z1ν+z2q2+az′
1ν′)dx+
a(1)
β1z3q3+z4q4+a(0)
µ1z5q5, (A.6)
⟨z, Gz⟩=Z1
0[−z1z2+z2(−(az′
1)′+z2+z1)
−a(x)z′
1z′
2]dx+a(1)z3z′
1(1)
−a(0)z5z′
1(0), (A.7)
using integration by parts and the fact that z∈ D(A),
one obtains
⟨z, Gz⟩=Z1
0z2
2dx⩾0. (A.8)
Thus the operator Gis monotone (see [3, Chapter 7 on
Page 181]) on the Hilbert Xw. In addition, if we establish
that
R(I+G) =Xw, (A.9)
then the operator Gis maximal monotone (see [3, Chap-
ter 7 on Page 181]), Rstands for the range of the oper-
ator. Let y∈Xw, we have to solve
z∈ D(A), z +Gz=y, (A.10)
which means that
z1−z2=y1, (A.11)
z2−(az′
1)′+z2+z1=y2, (A.12)
z3+βz′
1(1) = y3, (A.13)
z4+ 0 = y4, (A.14)
z5−µ1z′
1(0) = y5, (A.15)
using the fact that z∈ D(A) one gets
3z1−(az′
1)′= 2y1+y2, (A.16)
β1z′
1(1) + z1(1) = ( y3+y1(1)), (A.17)
−µ1z′
1(0) + z1(0) = ( y5+y1(0)). (A.18)
This is a classical stationary problem (e.g., see [3]) with
Robin’s boundaries conditions, using standard result (as
done in [3, Example 6, On Page 226] ) one gets that as
2y1+y2∈L2(0,1), (A.16)-(A.18) has a unique solution
z1∈H2(0,1). Now one can check that the element z=
(z1, z2, z3, z4, z5) with
z1is the solution to (A.16)-(A.18) ,(A.19a)
z2=z1−y1, (A.19b)
z3=y3−a(1)z′
1(1), (A.19c)
z4=y4z4=y5+a(0)z′
1(0), (A.19d)
satisfies (A.11)-(A.15). Moreover using (A.16)-(A.18) on
(A.19) one gets that zsatisfying (A.19) is in D(A).
16Now, we are ready to state the proof of the well posedness
of (12). Note that the fact that Gis maximal monotone
implies that D(A) is dense in Xw(i.e.,D(A) =Xw).
Using the bijective change of variable
ze(t) =z(t)eBt, (A.20)
zis the solution to (12) is equivalent to, ze∈ D
A
is
the solution to
d
dtze(t) +Gze(t) = 0 , (A.21a)
ze(0) = z0, (A.21b)
where Bis defined in (A.4) and Gis defined in (A.3).
From Lemma 5, using Theorem 4 on (A.21), and the
change of variable (A.20), one establishes (i). Using ar-
gument of density of D(A) inXw, and C0-semigroup
theory one obtains the regularity of weak solutions.
Note that we refer the reader to [19], [30] for the notion
weak solutions. Moreover part of the proof are inspired
from [6] and [9] which in turn originates from [39].
B Additional materials
This section pertains to additional materials that are
not included in the accepted version of the paper and
includes links to online resources.
The first line of Ais
h
−a0
6dx1−2a1dx1
3(dx1+dx2)2,a0
6dx1,2a1dx1
3(dx1+dx2)2, . . .i
(B.1)
The second line is
a0
6dx1,−a0
6dx1−a1
6dx2−a2dx1
6dx2
2−2a2dx2
3(dx2+dx3)2,
a1
6dx2+a2dx1
6dx2
2,2a2dx2
3(dx2+dx3)2, . . .
(B.2)
Thei-line for i∈[3, N−2] for column i−2 ati+ 2 is
2ai−2dxi−2
3(dxi−2+dxi−1)2,ai−1dxi−2+ai−2dxi−1
6dx2
i−1,
−2ai−2dxi−2
3(dxi−2+dxi−1)2−ai−1dxi−2+ai−2dxi−1
6dx2
i−1
−aidxi−1+ai−1dxi
6dx2
i−2aidxi
3(dxi+dxi+1)2,
+aidxi−1+ai−1dxi
6dx2
i,2aidxi
3(dxi+dxi+1)2
(B.3)and zero elsewhere. The N−1 line
. . . ,2aN−2dxN−2
3(dxN−2+dxN−1)2,aN−2
6dxN−1+aN−1dxN−2
6dx2
N−1,
−2aN−2dxN−2
3(dxN−2+dxN−1)2−aN−2
6dxN−1−aN−1dxN−2
6dx2
N−1
−aNdxN−1
6dx2
N,aNdxN−1
6dx2
N
(B.4)
TheNline
. . . ,2aN−1dxN−1
3(dxN−1+dxN)2aNdxN−1
6dx2
N,
−2aN−1dxN−1
3(dxN−1+dxN)2−aNdxN−1
6dx2
N
(B.5)
The reader will find an online environ-
ment for the numerical simulation at
https://colab.research.google.com/drive/
1m6uhaur3eySqQ6eyjKf6SXxHXxXhSsWd?usp=sharing
and a git-hub depot of the numerical simulation at
https://github.com/christoautom/wave_1d .
17 |
2308.09843v1.Large_thermo_spin_effects_in_Heusler_alloy_based_spin_gapless_semiconductor_thin_films.pdf |
1
Large thermo -spin effects in Heusler alloy based spin -gapless
semiconductor thin film s
Amit Chanda1*, Deepika Rani2, Derick DeT ellem1, Noha Alzahrani1, Dario A. Arena1, Sarath
Witanachchi1, Ratnamala Chatterjee2, Manh -Huong Phan1 and Hari haran Srikanth1*
1 Department of Physics, University of South Florida, Tampa FL 33620
2 Physics Department, Indian Institute of Technology Delhi, New Delhi - 110016
*Corresponding authors: achanda@usf.edu ; sharihar@usf.edu
Keywords: Longitudinal spin Seebeck effect , Anomalous Nernst effect , Spin gapless
semiconductor, Heusler alloy , Magnetic anisotropy, Gilbert damping
Abstract
Recently, H eusler alloys -based spin gapless semiconductors (SGSs) with high Curie
temperature ( 𝑇𝐶) and sizeable spin polarization have emerged as potential candidates for
tunable spintronic applications. We report comprehensive investigation of the temperature
depe ndent ANE and intrinsic longitudinal spin Seebeck effect (LSSE) in CoFeCrGa thin films
grown on MgO substrates. Our findings show the anomalous Nernst coefficient for the
MgO/CoFeCrGa (95 nm) film is ≈ 1.86 μV.K−1 at room temperature which is nearly two
orders of magnitude higher than that of the bulk polycrystalline sample of CoFeCrGa (≈
0.018 μV.K−1) but comparable to that of the magnetic Weyl semimetal Co 2MnGa thin film (≈
2−3 μV.K−1). Furthermore, the LSSE coefficient for our MgO/CoFeCrGa (95nm)/Pt(5nm)
heterostructure is ≈20.5 nV.K−1.Ω−1 at room temperature which is twice larger than that of
the half-metallic ferromagnet ic La0.7Sr0.3MnO 3 thin films (≈9 nV.K−1.Ω−1). We show that
both ANE and LSSE coefficients follow identical temperature dependences and exhibit a
2
maximum at ≈225 K which is understood as the combined effects of inelastic magnon
scatterings and reduced magnon population at low temperatures . Our analys es not only indicate
that the extrinsic skew scattering is the dominating mechanism for ANE in these films but also
provide critical insight s into the functional form of the observed temperature dependent LSSE
at low temperatures . Furthermore, by employing radio frequency transverse susceptibility and
broadband ferromagnetic resonance in combination with the LSSE measurements, we establish
a correlation among the observed LSSE signal, magnetic anisotropy and Gilbert damping of
the CoFeCrGa thin films , which will be beneficial for fabricating tunable and highly efficient
Heusler alloys based spincaloritronic nanodevices.
3
1. INTRODUCTION
The p ast few years have witnessed extensive resear ch efforts in the field of spin caloritronics
for the development of highly efficient next -generation spin -based electronic devices by
combining the versatile advantages of spintronics and thermoelectricity , with the aim of finding
novel avenues for waste heat recovery and thermoelectric energy conversion1,2. Fundamental
knowledge of the interplay between heat, charge, and spin degrees of freedom not only allowed
us to understand how thermal gradients can be utilized to manipulate and control the flow of
spin angular momenta inside a material a t nanoscale , but also helped the scientific community
to explore various intriguing thermo -spin transport phenomena, such as the anomalous Nernst
effect (ANE)3, spin Nernst effect4, spin Seebeck effect5,6, spin Peltier effect7 and so on .
The ANE refers to the generation of a transverse thermoele ctric voltage in a magnetic
conductor/semiconductor by the application of a thermal gradient and an external magnetic
field8,9. The ANE has been observed in a large range of magnetic materials, from half-metallic
ferromagnets such as hole -doped manganites10, cobaltite s11–13, spin gapless semiconductors14
to ferrimagnets such as iron oxide15, Mn-based nitride16, as well as unconventional magnetic
systems with topologically non -trivial phases such as topological full Heusler ferroma gnets3,17–
19, ferro magnetic Weyl semimetal s20,21, two -dimensional topological van der Waals
ferromagnets22,23, chiral8 and canted24 topological antiferromagnet s etc. In a topological
magnetic material , charge carriers moving through a periodic potential with strong spin -orbit
coupling (SOC) acquire an additional anomalous velocity perpendicular to their original
trajectory due to the non -zero Berry curvature at the Fermi level25. This anomalous velocity
causes a real space spin selective deflection of the charge carriers and leads to a potentially
large ANE response in these topological magnetic materia ls compared to conventional magnets
25. In addition to the aforementioned intrinsic origin, ANE can also originate from extrinsic
4
effects for example, asymmetric skew scattering of charge carriers as observed in Heusler
ferromagnets14,26,27, hole -doped manganites10, cobaltite s11–13, spin gapless semiconductors14,
iron oxide15 etc.
On the other hand, the longitudinal spin Seebeck effect (LSSE) refers to the thermal
generation of magnonic spin current in a ferromagnetic (FM) material by the concurrent
applications of a temperature gradient and an external magnetic field across a FM/heavy met al
(HM) bilayer structure and injection of th at spin current to the adjacent HM layer with strong
SOC , which is then converted into electrically detectable charge current in the HM layer via
the inverse spin Hall effect (ISHE)1,28–30. The bilayer structure consisting of the ferrimagnetic
insulator Y 3Fe5O12 (YIG) and Pt is known as the benchmark system for generating pure spin
current and hence , LSSE28,30 –34. Apart from YIG, other magnetic insulators for example, the
compensated ferrimagnetic insulator Gd 3Fe5O12,35,36 insulating spinel ferrites CoFe 2O4,
NiFe 2O437,38, noncollinear antiferromagnet ic insulator LuFeO 339 etc., have also emerged as
promising spincaloritronic materials . Nevertheless, observation of LSSE is not only restricted
to magnetic insulators , but it has also been observed in metallic5,40, half-metallic41–43 and
semiconducting ferromagnet s44.
Although ANE and LSSE are two distinct types of magnetothermoelectric phenomena,
they share common origin for materials exhibiting extrinsic effects dominated ANE45. In both
the cases, simultaneous application of thermal gradient and external magnetic field generates
magnonic excitations . While in the case of ANE, the thermally generated magnons transfer
spin angular momenta to the itinerant electrons of the FM via the electr on-magnon scattering
and thereby dynamically spin polarizes them, in the case of LSSE, a spatial gradient of those
thermally generated magnons leads to magnon accumulation close to the FM/HM interface and
5
pumps spin current to the HM layer45. Large magnon -induced ANE has been observed in MnBi
single crystal45. However, observation of large ANE in a FM conductor does not necessarily
indicate a promise for a large LSSE, and vice versa. Therefore, it would be technologically
advantageous from the perspective of spincaloritronic device applications and thermal energy
harnessing to search for a FM material that can simultaneously exhibit large LSSE and ANE.
In recent years , Heusler alloys -based spin gapless semiconductors (SGSs) have
emerged as promising magnetic materials for tunable spintronic applications as they not only
combine the characteristics of both half -metallic ferromagnets and gapless semiconductors ,46
but also possess high Curie temperature ( 𝑇𝐶) and substantial spin polarization47–50. We have
recently observed large ANE in the bulk sample of Heusler alloy based SGS : CoFeCrGa with
𝑇𝐶≈690 K, 14,50,51 which was the first experimental observation of ANE in the SGS family.
Our fascinating observation motivated us to explore ANE a s well as LSSE in the CoFeCrGa
thin films. Although SGS has been theoretically predicted to be a promising candidate for
spintr onic applications52, there is no previous experimental study on the thermo -spin transport
phenomena, especially LSSE in SGS thin films . In this paper , we report on the temperature
dependent ANE and LSSE in the CoFeCrGa single layer and CoFeCrGa /Pt bilayer films with
different CoFeCrGa film thicknesses. We found that both ANE and LSSE coefficients follow
identical temperature dependences and exhibit a maximum at ≈225 K which is understood as
the combined effects of inelastic magnon scatterings and reduced magnon population at low
temperatures . Our analys es not only indicate that the extrinsic skew scattering is the dominating
mechanism for ANE in these films but also provi de critical insight s into the functional form of
the observed temperature dependent LSSE. Furthermore, we have established a correlation
among the observed LSSE signal , magnetic anisotropy and Gilbert damping of the CoFeCrGa
thin films which will be beneficial for fabricating tunable and efficient spincaloritronic device s.
6
2. EXPERIMENTAL SECTION
The thin film s of CoFeCrGa w ere grown on single crystal MgO (001) substrates of
surface area 5×5 mm2 using an excimer KrF pulsed laser deposition (PLD) system. The films
were deposited at 500 °C and were further annealed in -situ at 500 °C for 30 min to further
enhance the chemical order and crystallization . The film surface morphology was investigated
by field emission gun – scanning electron microscop y (FEG -SEM) and atomic force
microscopy (AFM), while the structural properties of the thin films were identified by x -ray
diffraction (XRD) using monochromatic Cu Kα radiation.
AFM and t emperature dependent magnetic force microscopy ( MFM ) measurements
were performed on a Hitachi 5300E system. All measurements were done under high vacuum
(P ≤ 10-6 Torr). MFM measurements utilized PPP-MFMR tips, which were magnetized out -of-
plane with respect to the tip surface via a permanent magnet. Films were first magnetized to
their saturation magnetization by being placed in a 1T static magnetic field, in -plane with the
film surface. After that AC demagnetization of th e film was implement ed before initiating the
MFM scans. After scans were performed, first a linear background was subtracted which comes
from the film not being completely flat on the sample stage . After that, a parabolic background
was subtracted, which a rises from the nonlinear motion of the piezoelectric crystal that drives
the x-y translation. Phase standard deviation was determined by fitting a Gaussian to the image
phase distribution and extracting the standard deviation from the fit parameters.
The DC magnetic measurements on the samples at temperatures between 100 K and
300 K were performed using a vibrating sample magnetometer (VSM) attached to a physical
property measurement system (PPMS), Quantum Design. A linear background originating
from the diamagnetic MgO substrate was thereby subtracted. Due to a trapped remanent field
7
inside the superconducting coils, the measured magnetic field was corrected using a
paramagnetic reference sample.
The longitudinal electrical resistivity, longitudinal Seebeck coefficient, and thermal
conductivity of the bulk samples were simultaneously measured with the thermal transport
option (TTO) of the PPMS. The electrical resistivity and Hall measurements on th e thin film
samples were performed using the DC resistivity option of the PPMS by employing a standard
four point measurement technique with sourcing currents of 500 A and 1 mA, respectively.
The temperature dependence of the effective magnetic anisotropy fields of the
MgO/CoFeCrGa films were measured by using a radio frequency (RF) transverse susceptibility
(TS) measurement technique that exploits a self -resonant tunnel diode oscillator (TDO) circuit
with a resonance frequency of ≈12 MHz53,54. The PPMS was used as a platform to sweep the
external DC magnetic field and temperature. During the TS measurement, the MgO/CoFeCrGa
thin film samples were firmly placed inside an inductor coil (L), which is a component of an
LC resonator circuit. The coil containing the sample was positioned at the ba se of the PPMS
sample chamber through a multifunctional PPMS probe in such a way that the axial RF
magnetic field generated inside the coil stay ed parallel to the film surface, but perpendicular to
the DC magnetic field generated by the superconducting mag net of the PPMS. In presence of
both the RF and DC magnetic fields, the dynamic transverse susceptibility of the sample
changes which eventually changes the resonance frequency of the LC circuit53. From the
magnetic field dependence of the shift in the resonance frequency recorded by an Agilent
frequency counter, we obtained the fie ld dependent transverse susceptibility.
8
The ANE and LSSE measurements were performed using a custom -designed setup
assembled on a universal PPMS sample puck , as shown in our previous reports14,36. For both
the measurements , the thin film samples were sandwiched between two copper plates. A single
layer of thin Kapton tape was thermally anchored to the bare surfaces of the top (cold) and
bottom (hot) copper plates . Cryogenic Apiezon N -grease was used to create good thermal
connectivity between the thin film surface and that of the Kapton tape s. A resistive heater (PT -
100 RTD sensor) and a calibrated Si -diode thermometer (DT-621-HR silicon diode sensor)
were attached to each of th ose copper plates . The temperature s of both these copper plates were
monitored and controlled individually by employing two distinct separate temperature
controllers (Scientific Instruments Model no. 9700). The top copper plate was thermally linked
to the base of the PPMS universal puck us ing a pair of molybdenum screws and a 4 mm thick
Teflon block was thermally sandwiched between the universal PPMS puck base and the bottom
copper plate to maintain a temperature difference of ~ 10 K between the hot copper plate and
the PPMS universal puck base. The Ohmic contacts for the ANE and LSSE voltage
measurements were made by using a pair of thin gold wires of 25 µm diameter to the Pt layer
by high quality conducting silver paint (SPI Supplies). In presence of an applied temperature
gradient along the z-direction , and an i n-plane external DC magnetic field applied along the x-
direction, the transverse thermoelectric voltage generated along the y-direction across the Pt
layer due to the ISHE ( 𝑉𝐼𝑆𝐻𝐸) and across the CoFeCrGa film itself due to the ANE was recorded
with a Keithley 2182a nanovoltmeter.
Broadband ferromagnetic resonance (FMR) measurements were performed using a
broadband FMR spectrometer (NanOscTM Phase -FMR, Quantum Design Inc., USA) integrated
to the Dynacool PPMS55.
9
3. RESULTS AND DISCUSSION
3.1. Structural and morphological properties
Figure 1 (a) shows the X -ray 2- (out of plane) diffraction pattern for CoFeCrGa (95nm) film
grown on MgO (001) substrate. In addition to the peaks corresponding to the MgO substrate,
there are additional (002) and (004) diffraction peaks from the film, indicating the growth in
the (001) orientation. The formation of B2 CoFeCrGa structure is confirmed by t he presence
of (002) peak . To find the CoFeCrGa (220) peak intensity , a 2- scan was performed with =
45 as shown in Fig. 1 (b). The lattice parameter as estimated by applying the Bragg equation
to the (0 22) peak, was found to be 5.76 Å.
Figure 1. (a) XRD of MgO/ CoFeCrGa (95nm) film: ω–2θ (ou t-of-plane) scan . (b) The 2θ –θ
scan of the (022) plane. (c) Phi -scan of the (022) plane. (d) 𝜙 -scan of the (111) plane . (e) FEG -
SEM , (f) Cross sectional SEM image and (g) AFM image for the MgO/ CoFeCrGa (95nm) film.
10
To further confirm the epitaxial growth of the CoFeCrGa (95nm) film, 𝜙-scan was
performed for the (220) and (111) planes by tilting the sample, i.e., = 45 for the (220) plane
and = 54.7 for the (111) plane ( Fig. 1 (c), and Fig. 1 (d)). The 𝜙 - scans of both (220) and
(111) plane show a four -fold symmetry, as four well defined peaks periodically separated from
each other by 90 were observed. The presence of both (111) and (200) peaks rule out the
possibility of complete A2 or B2 disorder, however partia l disorder can still be present . The
chemical composition was interpreted by the scanning electron microscopy energy -dispersive
spectroscopy (SEM -EDS) measurements an d was found to be Co 1.05Fe1.05Cr0.9Ga0.99, which is
very close to the ideal stoichiometric composition expected for an equiatomic quaternary
Heusler alloy. The surface morphology of the film obtained from the F EG-SEM image is
shown in Fig. 1 (e), which indicates that the film is homogenous , which was further confirmed
by AFM measurements as shown in Fig. 1 (g). A low root -mean -square (RMS) roughness of ≈
2.5nm is achieved for the CoFeCrGa film , as noticeable in the AFM image shown in Fig. 1 (g).
The cross -section SEM imag e of the film is shown in Fig. 1 (f), which indicates that the film
thickness (~95± 5 nm).
In Fig. 2 , we show the temperature dependent magnetic force microscopy ( MFM )
images recorded on the MgO/ CoFeCrGa (95nm) film. The MFM image at 300 K ( see Fig. 2(a))
shows a bright /dark contrast with highly irregular shape d features indicating cloudlike domain -
clusters56. Note that in MFM, the domain -image contrast is determined by the magnetic force -
gradient (𝑑𝐹
𝑑𝑧) between the sample and the MFM tip (magnetized ⊥ to the film -surface), which
is proportional to the perpendicular component of the stray field of the film57,58. For our film,
due to low bright/dark c ontrast patterns of the MFM images in the T-range: 160K ≤𝑇≤
300 K (Fig. 2(a)-(e)), the domain boundaries are not as well -defined as observed in films with
strong PMA59.
11
Figure 2. Magnetic force microscopy (MFM) images of MgO/ CoFeCrGa (95nm) film
measured at (a) T = 300 K, (b) T = 250 K, (c) T = 200 K, (d) T = 180 K, and (e) T = 160 K
while cooling the sample after applying an IP magnetic field (higher than the IP saturation
field) and then AC demagnetization of the sample at 300 K. (f) The RMS value of the phase
shift, Δ𝜙𝑅𝑀𝑆 as a function of temperature for the MgO/ CoFeCrGa (95nm) film extracted from
the MFM images. (g) The average domain width as a function of temperature obtained from
the MFM images.
A steep increase in the root mean square ( RMS ) value of the phase shift,57 Δ𝜙𝑅𝑀𝑆≈
𝑄
𝐾[𝑑𝐹
𝑑𝑧] (Q = quality factor and 𝐾 = spring constant of the tip; hence, Δ𝜙𝑅𝑀𝑆 ∝ average domain
contrast58) has also been observed below 300 K (see Fig. 2(f)). However, Δ𝜙𝑅𝑀𝑆 decreases
slightly below 180 K. Averag e domain widths were determined by calculating the 2D
autocorrelation across the MFM image s, then determining the full -width half -max (FWHM) of
arbitrary lines through the 2D autocorrelation spectra. As shown in Fig. 2(g), the average
domain width also increases with decreasing temperature followed by a slight decrease below
170 K.
12
3.2. Magnetic and electrical t ransport properties
Previous studies on bulk CoFeCrGa50,51 as well as MgO/CoFeCrGa thin films60 reveal that the
ferromagnetic transition temperature of this sample is very high (at least ≥500 K). The main
panel of Fig. 3(a) shows the magnetic field dependence of magnetization, 𝑀(𝐻) of our
MgO/CoFeCrGa film measured at selected temperature s in the range: 125 K ≤𝑇 ≤300 K in
presence of an in -plane sweeping magnetic field . The 𝑀(𝐻) loops exhibit very small coercivity
throughout the measured temperature range.
Figure 3. (a) Main panel: magnetic field dependence of magnetization, 𝑀(𝐻) of our
MgO/CoFeCrGa (95nm) film measured at selected temperatures in the range: 125 K ≤𝑇 ≤
300 K in presence of an in -plane sweeping magnetic field , inset: temperature dependence of
the saturation magnetizati on, MS. (b) T emperature dependence of magnetization, 𝑀(𝑇)
measured in zero -field-cooled warming (ZFCW) and field -cooled -warming (FCW) protocols
in presence of an external magnetic field : 𝜇0𝐻=0.1 T. (c) N ormalized 𝑀(𝐻) hysteresis loops
at 𝑇=300 K for the in -plane (IP) and out -of-plane (OOP) configurations . (d) Main panel:
13
temperature dependence of longitudinal resistivity, 𝜌𝑥𝑥(𝑇) for the MgO/CoFeCrGa film in the
temperature range: 10 K ≤𝑇 ≤300 K, inset shows corresponding temperature dependence
of electrical conductivity, 𝜎𝑥𝑥(𝑇). (e) The bipolar field scan s (+𝐻𝐷𝐶𝑚𝑎𝑥−𝐻𝐷𝐶𝑚𝑎𝑥 +𝐻𝐷𝐶𝑚𝑎𝑥)
of ∆𝜒𝑇
𝜒𝑇(𝐻𝐷𝐶) for MgO/CoFeCrGa (95nm) film measured at T = 20 K for both IP ( HDC is
parallel to the film surface) and OOP ( HDC is perpendicular to the film surface) configurations.
(f) Temperature variations of the effective anisotropy fields: 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃for our
MgO/CoFeCrGa (95nm) film.
As shown in the inset of Fig. 3(a), the saturation magnetization, 𝑀𝑆 increases almost
linearly with decreasing temperature , which is in agreement with the temperature dependent
Δ𝜙𝑅𝑀𝑆 obtained from the MFM images58. In Fig. 3(b), we show the temperature dependence
of magnetization, 𝑀(𝑇) measured in zero -field-cooled warming (ZFCW) and field -cooled -
warming (FCW) protocols in presence of an external magnetic field : 𝜇0𝐻=0.1 T. It is evident
that both ZFCW and FCW 𝑀(𝑇) increases with decreasing temperature down to 10 K below
which it shows a slight up -turn. Furthermore, the ZFCW and FCW 𝑀(𝑇) curves do not exhibit
any considerable bifurcation at low temperatures which is indicative of the absence of any
glassy magnetic ground state. Fig. 3(c) shows the normalized 𝑀(𝐻) hysteresis loops at 𝑇=
300 K for the in -plane (IP) and out -of-plane (OOP) configurations confirming the soft
ferromagnetic nature of the film along the I P direction, which is consistent with a recent report
on this system60.
The main panel of Fig. 3(d) demonstrates the T-dependence of longitudinal resistivity,
𝜌𝑥𝑥(𝑇) for the MgO/CoFeCrGa film in the temperature range: 10 K ≤𝑇 ≤300 K. It is
obvious that 𝜌𝑥𝑥(𝑇) exhibits semiconducting -like resistivity (𝜕𝜌𝑥𝑥
𝜕𝑇>0) throughout the
temperature range . The inset of Fig. 3(d) shows the T-dependence of electrical conductivity ,
𝜎𝑥𝑥(𝑇) for the MgO/CoFeCrGa film. Note that the values of both 𝜌𝑥𝑥(𝑇) and 𝜎𝑥𝑥(𝑇) for our
MgO/CoFeCrGa film are quite close to those reported on the same film with 12 nm thickness60.
14
Furthermore, the linear temperature coefficient of the resistivity for our MgO/CoFeCrGa film
was found to be ≈−1.37 ×10−10Ω m/K, which is of the same magnitude to that reported for
different Heusler alloys -based spin gapless semiconductors ( SGSs), such as Mn2CoAl
(−1.4 ×10−9Ω m/K),47 CoFeMnSi (−7 ×10−10Ω m/K),61 CoFeCrAl (−5 ×10−9Ω m/
K),62 and CoFeCrGa (−1.9 ×10−9Ω m/K)60 thin films .
We have also performed radio frequency (RF) transverse susceptibility (TS)
measurements on our MgO/CoFeCrGa film in the temperature range: 20 K ≤𝑇 ≤300 K to
determine the temperature evolution of effective magnetic anisotropy. This technique can
accurately determine the dynamical magnetic response of a magnetic material in presence of a
DC magnetic field ( HDC) and a transverse RF magnetic field ( HRF) with small and fixed
amplitude.63 When HDC is scanned from positive to negative saturations , the TS of a magnetic
material with uniaxial anisotropy demonstrates well -defined peaks at the anisotropy fields, HDC
= ± 𝐻𝐾.64 But for a magnetic material comprising of randomly dispersed magnetic easy axes,
the TS shows broad maxima at the effective anisotropy fields, HDC = ±𝐻𝐾𝑒𝑓𝑓. Here, we show
the TS spectra as percentage change of the measured transverse susceptibility as, ∆𝜒𝑇
𝜒𝑇(𝐻𝐷𝐶)=
𝜒𝑇(𝐻𝐷𝐶)−𝜒𝑇(𝐻𝐷𝐶𝑚𝑎𝑥)
𝜒𝑇(𝐻𝐷𝐶𝑚𝑎𝑥)×100% , where 𝜒𝑇(𝐻𝐷𝐶𝑚𝑎𝑥) is the value of 𝜒𝑇 at the maximum value of the
applied DC magnetic field, 𝐻𝐷𝐶𝑚𝑎𝑥 which is chosen in such a way that 𝐻𝐷𝐶𝑚𝑎𝑥≫𝐻𝐷𝐶𝑠𝑎𝑡, where
𝐻𝐷𝐶𝑠𝑎𝑡 is the saturation magnetic field. Fig. 3(e) shows the bipolar field scan ( +𝐻𝐷𝐶𝑚𝑎𝑥−
𝐻𝐷𝐶𝑚𝑎𝑥 +𝐻𝐷𝐶𝑚𝑎𝑥) of ∆𝜒𝑇
𝜒𝑇(𝐻𝐷𝐶) for MgO/CoFeCrGa film measure d at T = 20 K for both IP ( HDC
is parallel to the film surface) and OOP ( HDC is perpendicular to the film surface)
configurations. For both the configurations, the TS shows maxima centering at 𝐻𝐷𝐶=±𝐻𝐾𝑒𝑓𝑓.
Here, we define 𝐻𝐾𝑒𝑓𝑓= 𝐻𝐾𝐼𝑃 as the IP effective anisotropy field (for IP configuration) and
𝐻𝐾𝑒𝑓𝑓= 𝐻𝐾𝑂𝑂𝑃 as the OOP effective anisotropy field (for OOP configuration). We found that
15
|𝐻𝐾𝑂𝑂𝑃|> |𝐻𝐾𝐼𝑃| at all the temperatures indicating IP easy axis of this film in the te mperature
range: 20 K ≤𝑇 ≤300 K. Furthermore, it is evident that the peaks at +𝐻𝐾𝐼𝑃(+𝐻𝐾𝑂𝑂𝑃) and
−𝐻𝐾𝐼𝑃(−𝐻𝐾𝑂𝑂𝑃) are asymmetric with unequal peak heights which is indicative of significant
anisotropy dispersion in our MgO/CoFeCrGa film for the both IP and OOP configurations. The
temperature variations of 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃for our MgO/CoFeCrGa (95nm) film are shown in Fig.
3(f). Clearly, both 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃increase with decreasing temperature and 𝐻𝐾𝑂𝑂𝑃> 𝐻𝐾𝐼𝑃
throughout the measured temperature range. Interestingly, with decreasing temperature, 𝐻𝐾𝑂𝑂𝑃
increases more rapidly than 𝐻𝐾𝐼𝑃 which gives rise to large difference between 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃 at
low temperatures. Additionally, both 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃 increases more rapidly below ≈ 200 K
compared to the temperature range of 200 K ≤𝑇 ≤300 K.
3.3. Thermal spin transport properties : ANE and LSSE
Next, we focus on the thermo -spin transport properties of our MgO/CoFeCrGa (95nm) film.
We have performed anomalous Nernst effect ( ANE) and longitudinal spin Seebeck effect
(LSSE) measurements on MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt(5nm)
films, respectively. Figs. 4(a) and (b) demonstrate the schematic illustration s of our ANE and
LSSE measurements . Both t he ANE and LSSE measurements on MgO/CoFeCrGa (95nm) and
MgO/CoFeCrGa (95nm)/Pt films, respectively were performed by sandwiching the film
between two copper blocks and applying a temperature gradient (along the + z-direction) that
creates a temperature difference, ∆𝑇 between th ose copper blocks in presence of an external
DC magnetic field applied along the x-direction. The thermally generated Nernst and LSSE
voltage s generated along the y-direction w ere recorded us ing a Keithley 2182a nanovoltmeter
while scanning the DC magnetic field. According to the theory of thermally generated magnon -
driven interfacial spin pumping mechanism , simultaneous application of a vertical ( z-axis)
temperature gradient ( 𝛁𝑻⃗⃗⃗⃗⃗ ) and an external transverse dc magnetic field ( 𝝁𝟎𝑯⃗⃗⃗⃗⃗⃗⃗⃗ ) (x-axis) across
16
the MgO/CoFeCrGa (95nm)/Pt film gives rise to transverse spin current pumping from the
CoFeCrGa layer into the Pt layer with the interfacial spin current density : 𝑱𝑺⃗⃗⃗ = 𝐺↑↓
2𝜋𝛾ℏ
𝑀𝑆𝑉𝑎𝑘𝐵𝛁𝑻⃗⃗⃗⃗⃗
at the CoFeCrGa /Pt interface, where 𝐺↑↓, ℏ, 𝛾, 𝑀𝑆, 𝑉𝑎 and 𝑘𝐵 are the interfacial spin -mixing
conductance, the reduced Planck’s constant (ℏ= ℎ
2𝜋), the gyromagnetic ratio, the saturation
magnetization of CoFeCrGa , the magnon coherence volume and the Boltzmann constant,
respectively42,65,66. The magnetic coherence volume is expressed as : 𝑉𝑎= 2
3𝜁(52⁄)(4𝜋𝐷
𝑘𝐵𝑇)3/2
;
where, 𝜁 is the Riemann Zeta function and 𝐷 is the spin -wave stif fness constant65,66. This
transverse spin current, 𝑱𝑺⃗⃗⃗ is then converted into charge current, 𝑱𝑪⃗⃗⃗ = (2𝑒
ℏ)𝜃𝑆𝐻𝑃𝑡(𝑱𝑺⃗⃗⃗ × 𝝈𝑺⃗⃗⃗⃗⃗ )
along the y-axis via the inverse spin Hall effect (ISHE), where e, 𝜃𝑆𝐻𝑃𝑡, and 𝝈𝑺⃗⃗⃗⃗⃗ are the electron
charge, the spin Hall angle of Pt, and the spin -polarization vector, respectively . The
corresponding voltage along the y-axis can be expressed as,42,67,68
𝑉𝐿𝑆𝑆𝐸= 𝑅𝑦𝐿𝑦𝜆𝑃𝑡(2𝑒
ℏ)𝜃𝑆𝐻𝑃𝑡 𝐽𝑆tanh(𝑡𝑃𝑡
2𝜆𝑃𝑡), (1)
where 𝑅𝑦,𝐿𝑦,𝜆𝑃𝑡,and 𝑡𝑃𝑡 are the electrical resistance between the voltage leads, the
distance between the voltage leads, the spin diffusion length of Pt, and the thickness of Pt layer
(= 5 nm ), respectively . Since CoFeCrGa is a spin -gapless semiconductor with soft
ferromagnetic behavior,51,60 concomitant application of the temperature gradient (z-axis) and
dc magnetic field (x-axis) also generates a spin -polarized current in the CoFeCrGa layer along
the y-axis due to ANE ,69 which gives rise to an additional contribution ( 𝑉𝐶𝑜𝐹𝑒𝐶𝑅𝐺𝑎𝐴𝑁𝐸) to the total
voltage signal measured across the Pt layer in the MgO/CoFeCrGa (95nm)/Pt heterostructure.
17
Figure 4. (a) and (b) the schematic illustrations of our ANE and LSSE measurements ,
respectively . (c) and (d) show the magnetic field dependence of the ANE voltage, 𝑉𝐴𝑁𝐸(𝐻) and
ISHE -induced in-plane voltage, 𝑉𝐼𝑆𝐻𝐸(𝐻) measured on the MgO/CoFeCrGa (95nm) and
MgO/CoFeCrGa (95nm)/Pt films, respectively for different values of the temperature
difference between the hot ( 𝑇ℎ𝑜𝑡) and cold ( 𝑇𝑐𝑜𝑙𝑑) copper blocks, ∆𝑇= (𝑇ℎ𝑜𝑡−𝑇𝑐𝑜𝑙𝑑) in the
range: +5 K≤ ∆𝑇 ≤+18 K at a fixed average sample temperature 𝑇= 𝑇ℎ𝑜𝑡+𝑇𝑐𝑜𝑙𝑑
2 = 295 K.
(e) and (f) exhibit the ∆𝑇dependence of the background -corrected ANE voltage, 𝑉𝐴𝑁𝐸(Δ𝑇)=
[𝑉𝐴𝑁𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐴𝑁𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2] and the background -corrected (ANE+ LSSE )
voltage, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(Δ𝑇)= [𝑉𝐼𝑆𝐻𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐼𝑆𝐻𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2], respectively .
18
In presence of a transverse temperature gradient (𝛁𝑻⃗⃗⃗⃗⃗ ), the electric field generated by
ANE in a magnetic conductor/semiconductor with magnetization 𝑴⃗⃗⃗ can be expressed as,15
𝑬𝑨𝑵𝑬⃗⃗⃗⃗⃗⃗⃗⃗⃗⃗ ∝ 𝑆𝐴𝑁𝐸(𝜇0𝑴⃗⃗⃗ ×𝛁𝑻⃗⃗⃗⃗⃗ ) (2)
where, 𝑆𝐴𝑁𝐸 is the anomalous Nernst coefficient. Furthermore, an additional voltage
contribution ( 𝑉𝑃𝑟𝑜𝑥𝐴𝑁𝐸) can appear due to the magnetic proximity effect (MPE) induced ANE in
the non -magnetic Pt layer.69,70 Note that, onl y a few layers of Pt close to the
CoFeCrGa (95nm)/Pt interface gets magnetized (proximitized) due to the MPE, whereas the
remaining layers remain unmagnetized. Hence both 𝑉𝐶𝑜𝐹𝑒𝐶𝑅𝐺𝑎𝐴𝑁𝐸 and 𝑉𝑃𝑟𝑜𝑥𝐴𝑁𝐸 are suppressed due to
the inclusion of t he 5 nm thick Pt layer on the top of CoFeCrGa layer .41 Therefore, the resultant
voltage measured across the Pt layer of our MgO/CoFeCrGa (95nm)/Pt heterostructure can be
expressed as,71 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸= 𝑉𝐿𝑆𝑆𝐸+ 𝑉𝐶𝑜𝐹𝑒𝐶𝑅𝐺𝑎 , 𝑆𝑢𝑝𝐴𝑁𝐸+ 𝑉𝑃𝑟𝑜𝑥, 𝑆𝑢𝑝𝐴𝑁𝐸; where , 𝑉𝐶𝑜𝐹𝑒𝐶𝑅𝐺𝑎 , 𝑆𝑢𝑝𝐴𝑁𝐸 and
𝑉𝑃𝑟𝑜𝑥, 𝑆𝑢𝑝𝐴𝑁𝐸 account for the suppressed ANE voltages due to the CoFeCrGa layer and the MPE -
induced ANE voltage in the Pt layer, respectively. Previous studies show that the contribution
from the MPE -induced ANE in the Pt layer is negligibly small for bilayers consisting of
magnetic semiconductors and Pt.41,69 Also, in our previous report ,71 we have shown that the
MPE - induced LSSE contribution of the proximitized Pt layer is negligible as only a few layers
of Pt close to the CoFeCrGa (95nm)/Pt interface are magnetized due to the MPE41. Therefore,
the resultant voltage measured across the Pt layer of our MgO/CoFeCrGa (95nm)/Pt
heterostructure can be expressed as: 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸= 𝑉𝐿𝑆𝑆𝐸+ 𝑉𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎 , 𝑆𝑢𝑝𝐴𝑁𝐸. Considering a
parallel circuit configuration of CoFeCrGa and Pt layers, the suppressed ANE voltage (due to
the CoFeCrGa layer) across the Pt layer of the MgO/CoFeCrGa (95nm)/Pt heterostructure can
be expressed as,41,69
𝑉𝐶𝑜𝐹𝑒𝐶𝑅𝐺𝑎 , 𝑆𝑢𝑝𝐴𝑁𝐸= (𝐹
1+𝐹)𝑉𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎𝐴𝑁𝐸 (3)
19
where, 𝐹= 𝜌𝑃𝑡
𝜌CoFeCrGa∙ 𝑡CoFeCrGa
𝑡𝑃𝑡, 𝜌CoFeCrGa (𝜌𝑃𝑡) is the electrical resistivity of the
CoFeCrGa (Pt) layer, and 𝑡CoFeCrGa (𝑡𝑃𝑡) is the thickness of the CoFeCrGa (Pt) layer,
respectively. Therefore, the intrinsic LSSE voltage contribution can be disentangled from the
ANE contribution using the expressio n,41,71
𝑉𝐿𝑆𝑆𝐸= 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸− (𝐹
1+𝐹)𝑉𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎𝐴𝑁𝐸 (4)
Figs. 4(c) and (d) show the magnetic field dependence of the ANE voltage, 𝑉𝐴𝑁𝐸(𝐻) and ISHE -
induced in-plane voltage, 𝑉𝐼𝑆𝐻𝐸(𝐻) measured on the MgO/CoFeCrGa (95nm) and MgO/
CoFeCrGa (95nm)/Pt films, respectively for different values of the temperature difference
between the hot ( 𝑇ℎ𝑜𝑡) and cold ( 𝑇𝑐𝑜𝑙𝑑) copper blocks, ∆𝑇= (𝑇ℎ𝑜𝑡−𝑇𝑐𝑜𝑙𝑑) in the range:
+5 K≤ ∆𝑇 ≤+18 K at a fixed average sample temperature 𝑇= 𝑇ℎ𝑜𝑡+𝑇𝑐𝑜𝑙𝑑
2 = 295 K. Clearly,
both 𝑉𝐴𝑁𝐸(𝐻) and 𝑉𝐼𝑆𝐻𝐸(𝐻) signals increase upon increasing Δ𝑇. Figs. 4(e) and (f) exhibit the
∆𝑇dependence of the background -corrected ANE voltage, 𝑉𝐴𝑁𝐸(Δ𝑇)=
[𝑉𝐴𝑁𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐴𝑁𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2] and the background -corrected (ANE+ LSSE )
voltage, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(Δ𝑇)= [𝑉𝐼𝑆𝐻𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐼𝑆𝐻𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2], respectively, where
𝜇0𝐻𝑚𝑎𝑥 (𝜇0𝐻𝑚𝑎𝑥≫𝜇0𝐻𝑠𝑎𝑡) is the maximum value of the applied magnetic field strength and
𝜇0𝐻𝑠𝑎𝑡 = saturation magnetic field . Evidently , both 𝑉𝐴𝑁𝐸 and 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸 scale linearly with
Δ𝑇 and |𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸|>|𝑉𝐴𝑁𝐸|, which confirm that the observed field dependen ces originate
from the ANE and (ANE+LSSE), respectively41,71.
20
Figure 5. (a) and (b) 𝑉𝐴𝑁𝐸(𝐻) and 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops measured at selected average
sample temperatures in the temperature range: 125 K≤ ∆𝑇 ≤295 K for a fixed value of Δ𝑇
= +1 5 K on MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt films, respectively . (c)
The 𝑇-dependence of the background -corrected ANE voltage, 𝑉𝐴𝑁𝐸(𝑇)=
[𝑉𝐴𝑁𝐸(+𝜇0𝐻𝑚𝑎𝑥, 𝑇)−𝑉𝐴𝑁𝐸( −𝜇0𝐻𝑚𝑎𝑥, 𝑇)
2] and the background -corrected (ANE+ LSSE )
voltage, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)= [𝑉𝐼𝑆𝐻𝐸(+𝜇0𝐻𝑚𝑎𝑥, 𝑇)−𝑉𝐼𝑆𝐻𝐸( −𝜇0𝐻𝑚𝑎𝑥, 𝑇)
2] measured on MgO/
CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt films, respectively . (d) Right y -scale: the
temperature dependence of the in trinsic LSSE voltage, 𝑉𝐿𝑆𝑆𝐸(𝑇) and the left y-scale: the
temperature dependence of [𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)−𝑉𝐴𝑁𝐸(𝑇)].
In Figs. 5(a) and (b), we show 𝑉𝐴𝑁𝐸(𝐻) and 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops measured at
selected average sample temperatures in the temperature range: 125 K≤ ∆𝑇 ≤295 K for a
fixed value of Δ𝑇 = +1 5 K on MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt
films, respectively . Fig. 5(c) exhibits the 𝑇-dependence of the background -corrected ANE
21
voltage, 𝑉𝐴𝑁𝐸(𝑇)= [𝑉𝐴𝑁𝐸(+𝜇0𝐻𝑚𝑎𝑥, 𝑇)−𝑉𝐴𝑁𝐸( −𝜇0𝐻𝑚𝑎𝑥, 𝑇)
2] and the background -corrected
(ANE+ LSSE ) voltage, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)= [𝑉𝐼𝑆𝐻𝐸(+𝜇0𝐻𝑚𝑎𝑥, 𝑇)−𝑉𝐼𝑆𝐻𝐸( −𝜇0𝐻𝑚𝑎𝑥, 𝑇)
2] measured on
MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt films, respectively . It is evident that
both |𝑉𝐴𝑁𝐸(𝑇)| and |𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)| increase with decreasing temperature up to T = 200 K
below which both of them decrease gradually with further reducing the temperature, resulting
in a maximum around 200 K. Furthermore, |𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)|> |𝑉𝐴𝑁𝐸(𝑇)| throughout the
measured temperature range, which confirms that both ANE and LSSE contribute towards the
voltage measured on the MgO/CoFeCrGa (95nm)/Pt heterostructure.
In order to determine the temperature dependence of intrinsic LS SE voltage, we have
disentangled the LSSE contribution from the ANE contribution using Eqn. 4 . The right y-scale
of Fig. 5(d) shows the temperature dependence of the intrinsic LSSE voltage, 𝑉𝐿𝑆𝑆𝐸(𝑇)
obtained by using by Eqn. 4 incorporating the correction factor: (𝐹
1+𝐹), whereas the left y-scale
shows the temperature dependence of the voltage difference [𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)−𝑉𝐴𝑁𝐸(𝑇)]
without incorporating the aforementioned correction factor, for comparison. A clear distinction
can be observed be tween 𝑉𝐿𝑆𝑆𝐸(𝑇) and [𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)−𝑉𝐴𝑁𝐸(𝑇)] in terms of the absolute
value as well the nature of the T-dependence, highlighting the importance of the correction
factor for accurately determining the intrinsic LSSE contribution. Evidently, |𝑉𝐿𝑆𝑆𝐸(𝑇)|
increases with decreasing temperature and shows a broad maximum around 200 K below which
it decreases gradually with further lowering the temperature, as shown in Fig. 5(d). To ensure
that the observed behavior of 𝑉𝐴𝑁𝐸(𝑇) and 𝑉𝐿𝑆𝑆𝐸(𝑇) are intrinsic to the MgO/
CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt films, respectively, we repeated the same
experiments for two more CoFeCrGa films with different thicknesses , namely, 𝑡CoFeCrGa= 50
and 200 nm .
22
Figure 6. (a) and (b) 𝑉𝐴𝑁𝐸(𝐻) and 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops measured on the MgO/
CoFeCrGa (𝑡CoFeCrGa) and MgO/CoFeCrGa (𝑡CoFeCrGa)/Pt films for
𝑡CoFeCrGa (CoFeCrGa film thickness )=50,95 and 200 nm at 295 K for Δ𝑇 = +1 5 K. (c)
𝑉𝐴𝑁𝐸(𝜇0𝐻=1 T), 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝜇0𝐻=1 T) and 𝑉𝐿𝑆𝑆𝐸(𝜇0𝐻=1 T) at 295 K plotted as a
function of 𝑡CoFeCrGa . (d), (e) and (f) show the comparison of 𝑉𝐴𝑁𝐸(𝑇), 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇) and
𝑉𝐿𝑆𝑆𝐸(𝑇), respectively for different 𝑡CoFeCrGa.
The temperature dependent magnetometry and DC electrical transport pro perties of the
𝑡CoFeCrGa= 50 and 200 nm films are displayed in the supplementary information ( Figures S1
and S3). Furthermore, similar to the 𝑡CoFeCrGa= 95 nm film, both 𝑉𝐴𝑁𝐸 and 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸 for
𝑡CoFeCrGa= 50 and 200 nm films scale linearly with Δ𝑇 and |𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸|>|𝑉𝐴𝑁𝐸|, as shown
in Figure S5. In Figure S6, we demonstrate 𝑉𝐴𝑁𝐸(𝐻) and 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops at
selected average sample temperatures in the range: 125 K≤ ∆𝑇 ≤295 K for a fixed value of
23
Δ𝑇 = +15 K for 𝑡CoFeCrGa= 50 and 200 nm films . In Figs. 6(a) and (b), we compare 𝑉𝐴𝑁𝐸(𝐻)
and 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops measured on the MgO/CoFeCrGa (𝑡CoFeCrGa) and MgO/
CoFeCrGa (𝑡CoFeCrGa)/Pt films for 𝑡CoFeCrGa (CoFeCrGa film thickness )=
50,95 and 200 nm at 𝑇= 295 K for Δ𝑇 = +15 K. As shown in Figs. 6(c), 𝑉𝐴𝑁𝐸(𝜇0𝐻=1 T),
𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝜇0𝐻=1 T) and 𝑉𝐿𝑆𝑆𝐸(𝜇0𝐻=1 T) at 295 K increase with increasing 𝑡CoFeCrGa . In
Figs. 6(d), (e) and (f), we compare 𝑉𝐴𝑁𝐸(𝑇), 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇) and 𝑉𝐿𝑆𝑆𝐸(𝑇), respectively for
different 𝑡CoFeCrGa. Clearly, the values of all the three quantities: 𝑉𝐴𝑁𝐸, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸 and 𝑉𝐿𝑆𝑆𝐸
are higher for thicker CoFeCrGa films at all temperatures. Furthermore, |𝑉𝐴𝑁𝐸(𝑇)|,
|𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(𝑇)| and |𝑉𝐿𝑆𝑆𝐸(𝑇)| exhibit the same behavior for all the three different
CoFeCrGa film thicknesses , i.e., all these quantities increase with decreasing temperature
from 295 K and show a broad maximum around 200 K, which is followed by a gradual decrease
with further lowering the temperature. These observations confirm that the observed behavior
of 𝑉𝐴𝑁𝐸(𝑇) and 𝑉𝐿𝑆𝑆𝐸(𝑇) are intrinsic to the MgO/CoFeCrGa and MgO/CoFeCrGa /Pt films,
respectively.
3.4. Mechanism of LSSE and ANE at low temperatures
Since the density of the thermally generated magnons -driven spin current is
proportional to the effective temperature gradient across the CoFeCrGa film through the
expression, |𝑱𝑺⃗⃗⃗ |=𝐺↑↓
2𝜋𝛾ℏ
𝑀𝑆𝑉𝑎𝑘𝐵|𝛁𝑻⃗⃗⃗⃗⃗ |, it is imperative to accurately determine the ef fective
temperature difference s between the top and bottom surfaces of the CoFeCrGa film(∆𝑇𝑒𝑓𝑓).
The total temperature difference (Δ𝑇) across the MgO/CoFeCrGa /Pt heterostructure can be
expressed as a linear combination of temperature drops in the Pt layer , at the Pt/ CoFeCrGa
interface, in the CoFeCrGa layer, at the CoFeCrGa /MgO interface, across the GSGG substrate
as well as in the N-grease layers (thickness ≈ 1 m) on both sides of the MgO/CoFeCrGa /Pt
24
heterostructure, and can be written as,72 ∆𝑇= ∆𝑇𝑃𝑡+∆𝑇𝑃𝑡
CoFeCrGa+∆𝑇CoFeCrGa+
∆𝑇CoFeCrGa
MgO+∆𝑇MgO+2.∆𝑇N−Grease . Since the thermal resistance of Pt is very small
compared to the other contributions and the bulk contributions towards the measured ISHE
voltage dominate o ver the interfacial contributions when the thickness of the magnetic film
(CoFeCrGa ) is high enough,72 the total temperature difference can be approximately written as,
∆𝑇= ∆𝑇CoFeCrGa+∆𝑇MgO+2.∆𝑇𝑁−𝐺𝑟𝑒𝑎𝑠𝑒 .
Figure 7. (a)-(c) Right y-scale: temperature dependence of ∆𝑇𝑒𝑓𝑓 for different 𝑡CoFeCrGa , left
y-scale: temperature dependence of the modified LSSE coefficient, 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇) for MgO/
CoFeCrGa (𝑡CoFeCrGa)/Pt(5nm) films for 𝑡CoFeCrGa=50,95 and 200 nm, respectively,
fitted with the expression 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓∝ (𝜃𝑆𝐻𝑃𝑡𝐺↑↓
2𝜋𝑘𝐵
𝐷3/2)𝑇𝑛. (d) -(f) Temperature dependence of the
25
ANE coefficient, 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇) for the MgO/CoFeCrGa (𝑡CoFeCrGa) films for 𝑡CoFeCrGa=
50,95 and 200 nm, respectively, fitted with Eqn. 6 .
Considering the 4 -slab model, the total thermal resistance between hot and cold plates
can be written as, 𝑅𝑇ℎ= 1
𝐴(2𝑡𝑁−𝐺𝑟𝑒𝑎𝑠𝑒
𝜅𝑁−𝐺𝑟𝑒𝑎𝑠𝑒+ 𝑡CoFeCrGa
𝜅CoFeCrGa+𝑡MgO
𝜅MgO), where, 𝑡N−Grease, 𝑡MgO and
𝑡CoFeCrGa are the thicknesses of the grease layers, MgO substrate and the CoFeCrGa layer ,
respectively; 𝜅N−Grease,𝜅MgO and 𝜅CoFeCrGa are the thermal conductivities of the grease layer s,
MgO substrate and the CoFeCrGa layer , respectively, and 𝐴 is the c ross sectional area. Since
the rate of heat flow across the entire heterostructure reaches a constant value in the steady
state, the effective temperature difference across the CoFeCrGa film can be written as,42
∆𝑇𝑒𝑓𝑓= ∆𝑇CoFeCrGa = 𝛥𝑇
[1+𝜅𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎
𝑡𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎(2𝑡𝑁−𝐺𝑟𝑒𝑎𝑠𝑒
𝜅𝑁−𝐺𝑟𝑒𝑎𝑠𝑒 + 𝑡𝑀𝑔𝑂
𝜅𝑀𝑔𝑂)] (5)
We have measured the temperature dependence of thermal conductivity of bulk CoFeCrGa
using the thermal transport option of the PPMS, as shown in the supplement ary information
(Figure S4 ). Using the reported values of the thermal conductivities of the Apiezon N -grease ,73
and the MgO crystal74, we have determined the temperature dependence of ∆𝑇𝑒𝑓𝑓 for different
𝑡CoFeCrGa using Eqn. 5, as shown in Figs. 7(a)-(c). Here, we have ignored the interfacial
thermal resistances between the N -grease and the hot/cold plates as well as between the sample
and N -grease layers .14
Using the T-dependence of ∆𝑇𝑒𝑓𝑓, we have estimated the T-dependence of the modified
LSSE coefficient , 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇)= 𝑉𝐿𝑆𝑆𝐸(𝑇)
∆𝑇𝑒𝑓𝑓(𝑇)𝑅𝑦(𝑇)×(𝐿𝑧
𝐿𝑦) for MgO/CoFeCrGa (𝑡CoFeCrGa)/Pt(5nm)
films for 𝑡CoFeCrGa=50,95 and 200 nm; where, 𝐿𝑦 (= 3 mm) is the distance between the
voltage leads and 𝐿𝑧 = 𝑡CoFeCrGa (see Figs. 7(a)-(c)). Note that we have measured the T-
dependence of resistance (𝑅𝑦(𝑇)) between the voltage -leads placed on the Pt layer of the
26
MgO/CoFeCrGa (𝑡CoFeCrGa)/Pt heterostructure s using 4 -point probe configuration. Note that
the value of 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇)for our MgO/CoFeCrGa (𝑡CoFeCrGa)/Pt heterostructures are ≈
12.8,20.5 and 29.8 nV.K−1.Ω−1 at T = 295 K for 𝑡CoFeCrGa=50,95 and 200 nm,
respectively, which are higher than that of the half-metallic FM thin films of La 0.7Sr0.3MnO 3
(≈9 nV.K−1.Ω−1 at room temperature )43. As shown in Figs. 7(a)-(c), 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇) for the
MgO/CoFeCrGa (𝑡CoFeCrGa)/Pt(5nm) heterostructures for all the three CoFeCrGa film
thicknesses increases as T decreases from room temperature and shows a peak around 225 K
below which it decreases rapidly with further decrease in temperature. Since the saturation
magnetization, 𝑀𝑆≈ 𝑇−1 in the measured temperature range (as shown in Fig. 3(a)) and, 𝑉𝑎∝
𝑇−3/2, according to the theory of magnon -driven LSSE, |𝑱𝑺⃗⃗⃗ |∝ 𝐺↑↓
2𝜋𝑘𝐵
𝐷3/2𝑇5/2|𝛁𝑻⃗⃗⃗⃗⃗ |.42
Considering tanh(𝑡𝑃𝑡
2𝜆𝑃𝑡)≈1 for our case and, 𝜆𝑃𝑡 ∝ 𝑇−1,75 according to the Eqn. 1 , the
modified LSSE coefficient becomes 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓=𝑉𝐿𝑆𝑆𝐸
∆𝑇𝑒𝑓𝑓𝑅𝑦𝐿𝑦∝ (𝜃𝑆𝐻𝑃𝑡𝐺↑↓
2𝜋𝑘𝐵
𝐷3/2)𝑇3/2.42 As shown in
Figs. 7(a)-(c), 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇) varies as 𝑇1.41±0.12, 𝑇1.48±0.08 and 𝑇1.49±0.1 for 𝑡CoFeCrGa=
50,95 and 200 nm, respectively in the measured temperature range , which are in good
agreement with the theory of thermally generated magnon -driven interfacial spin pumping
mechanism42,65,66.
Now, let us understand the origin of ANE in our MgO/CoFeCrGa (𝑡CoFeCrGa) films. The
transverse thermoelectric coefficient (𝑆𝑥𝑦) is expressed as, 𝑆𝑥𝑦= [𝛼𝑥𝑦− 𝑆𝑥𝑥𝜎𝑥𝑦
𝜎𝑥𝑥], where 𝜎𝑥𝑥
and 𝜎𝑥𝑦 are the longitudinal and transverse electrical conductivit ies which are defined as,9,18,22
𝜎𝑥𝑥= [ 𝜌𝑥𝑥
(𝜌𝑥𝑥)2 + (𝜌𝑥𝑦)2 ] and 𝜎𝑥𝑦= [ − 𝜌𝑥𝑦
(𝜌𝑥𝑥)2 + (𝜌𝑥𝑦)2 ], respectively . Also, 𝛼𝑥𝑦 and 𝑆𝑥𝑥 are the
transverse thermoelectric conductivity and longitudinal Seebeck coefficient, which a ccording
27
to the Mott’s relations can be expressed as , 9,15,76 𝛼𝑥𝑦= 𝜋2𝑘𝐵2𝑇
3𝑒(𝜕𝜎𝑥𝑦
𝜕𝐸)
𝐸=𝐸𝐹and 𝑆𝑥𝑥=
𝜋2𝑘𝐵2𝑇
3𝑒𝜎𝑥𝑥(𝜕𝜎𝑥𝑥
𝜕𝐸)
𝐸=𝐸𝐹, respectively, where 𝐸𝐹 is the Fermi energy . Since ANE and anomalous Hall
Effect (AHE) share the common physical origin and the AHE follows the power law
connecting the anomalous Hall resistivity , 𝜌𝑥𝑦𝐴𝐻𝐸 with the longitudinal electrical resistivity, 𝜌𝑥𝑥
through the expression, 𝜌𝑥𝑦𝐴𝐻𝐸= 𝜆𝑀𝜌𝑥𝑥𝑛,9 where 𝜆 is the spin -orbit coupling constant and 𝑛 is
a constant exponent, the anomalous Nernst coefficient can be expressed as,9,15
𝑆𝑥𝑦𝐴𝑁𝐸= 𝜌𝑥𝑥𝑛−1[𝜋2𝑘𝐵2𝑇
3𝑒(𝜕𝜆
𝜕𝐸)
𝐸=𝐸𝐹−(𝑛−1)𝜆𝑆𝑥𝑥]. (6)
When n = 1, the extrinsic skew scattering is the predominant mechanism for the
anomalous Nernst /Hall transport, whereas n = 2 indicates the intrinsic Berry curvature or, the
extrinsic side jump dominated anomalous Nernst/Hall transport25. Using the T-dependences of
ANE voltage, 𝑉𝐴𝑁𝐸(𝑇) and ∆𝑇𝑒𝑓𝑓, we have estimated the T-dependence of the ANE coefficient,
𝑆𝑥𝑦𝐴𝑁𝐸(𝑇)= 𝑉𝐴𝑁𝐸(𝑇)
∆𝑇𝑒𝑓𝑓(𝑇)×(𝐿𝑧
𝐿𝑦) for the MgO/CoFeCrGa (𝑡CoFeCrGa) films , as shown in Figs. 7(d)-
(f). Similar to the modified LSSE voltage, 𝑉𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇), 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇) for the MgO/
CoFeCrGa (𝑡CoFeCrGa) films for all the three CoFeCrGa film thicknesses also increases as T
decreases from room temperature and shows a maximum around 225 K below which it
decreases rapidly with further decrease in temperature. Interestingly, 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇) for the
MgO/CoFeCrGa (200 nm) film increases slowly with decreasing temperature from the room
temperature and the maximum around 225 K is much broader in contrast to the films with
lower thicknesses.
Note that the value s of 𝑆𝑥𝑦𝐴𝑁𝐸 for our MgO/CoFeCrGa (𝑡CoFeCrGa) films are ≈
1.28 ,1.86 and 4.9 μV.K−1 at T = 295 K and ≈1.75 ,2.63 and 5.1 μV.K−1 at 225 K , for
𝑡CoFeCrGa=50,95 and 200 nm, respectively which are nearly two orders of magnitude higher
28
than that of the bulk polycrystalline sample of CoFeCrGa (≈0.018 μV.K−1 at 300 K)14 but,
comparable to that of the magnetic Weyl semimetal Co 2MnGa thin films (≈2−3 μV.K−1 at
300 K )77,78. We fitted the 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇) data in the temperature range 125 K≤ 𝑇 ≤200 K for our
MgO/CoFeCrGa (𝑡CoFeCrGa) films using Eqn. 6 considering 𝜆, (𝜕𝜆
𝜕𝐸)
𝐸=𝐸𝐹, and n as the fitting
parameter s. The best fit was obtained for 𝑛 =0.61 ± 0.02,0.68 ± 0.06 and 0.87 ± 0.05,
for 𝑡CoFeCrGa=50,95 and 200 nm, respectively which implies that the origin of ANE in our
MgO/CoFeCrGa (𝑡CoFeCrGa) films is dominated by the asymmetric skew scattering of charge
carriers below 200 K25. Note that, we have also observed skew -scattering dominated ANE in
bulk polycrystalline sample of CoFeCrGa ,14 for which 𝑛≈0.78.
Next, let us examine the temperature evolution of the anomalous off -diagonal
thermoelectric conductivity, 𝛼𝑥𝑦𝐴𝑁𝐸(𝑇). To determine 𝛼𝑥𝑦𝐴𝑁𝐸(𝑇), we have performed the Hall
measurements on the MgO/CoFeCrGa (𝑡CoFeCrGa) films . Figs. 8(a)-(c) present the magnetic
field dependence of Hall resistivity 𝜌𝑥𝑦(𝐻) of our MgO/CoFeCrGa (𝑡CoFeCrGa) films for
𝑡CoFeCrGa=50,95 and 200 nm, respectively recorded at few selected temperatures in the
range: 125 K ≤𝑇 ≤295 K. By subtra cting the ordinary Hall effect (OHE) contribution from
𝜌𝑥𝑦(𝐻), we determined the T-dependence of the anomalous Hall resistivity 𝜌𝑥𝑦𝐴𝐻𝐸(𝑇). The left -
y scale s of Figs. 8(d)-(f) exhibit the T -dependence of the anomalous Hall conductivity,
|𝜎𝑥𝑦𝐴𝐻𝐸|= [ 𝜌𝑥𝑦𝐴𝐻𝐸
(𝜌𝑥𝑥)2 + (𝜌𝑥𝑦𝐴𝐻𝐸)2 ] of our MgO/CoFeCrGa (𝑡CoFeCrGa) films for 𝑡CoFeCrGa=
50,95 and 200 nm, respectively . Note that |𝜎𝑥𝑦𝐴𝐻𝐸(𝑇)| for our MgO/CoFeCrGa (𝑡CoFeCrGa)
films increases almost linearly with decreasing temperature, unlike UCo 0.8Ru0.2Al for which
|𝜎𝑥𝑦𝐴𝐻𝐸| is nearly temperature independent at low temperatures79. This implies that 𝜎𝑥𝑦𝐴𝐻𝐸 for our
MgO/CoFeCrGa (95nm) film is strongly dependent on the scattering rate, which further
29
supports that the extrinsic mechanisms ( e.g., asymmetric skew scattering) dominate the
transverse thermoelectric response of our sample at low temperatures79.
Figu re 8. (a)-(c) Magnetic field dependence of Hall resistivity 𝜌𝑥𝑦(𝐻) of our MgO/
CoFeCrGa (𝑡CoFeCrGa) films for 𝑡CoFeCrGa=50,95 and 200 nm, respectively recorded at few
selected temperatures in the range: 125 K ≤𝑇 ≤295 K. (d)-(f) Left y -scale: the temperature
dependence of the anomalous Hall conductivity, |𝜎𝑥𝑦𝐴𝐻𝐸| of our MgO/CoFeCrGa (𝑡CoFeCrGa)
films for 𝑡CoFeCrGa=50,95 and 200 nm, respectively , right y -scale: corresponding
temperature variation s of transverse thermoelectric conductivity 𝛼𝑥𝑦𝐴𝑁𝐸.
30
The right y-scale of Figs. 8(d)-(f) illustrates the temperature variation of 𝛼𝑥𝑦𝐴𝑁𝐸 of our
MgO/CoFeCrGa (𝑡CoFeCrGa) films for 𝑡CoFeCrGa=50,95 and 200 nm, respectively , which
was obtained by i ncorporating the T-dependences of 𝑆𝑥𝑥, 𝑆𝐴𝑁𝐸, 𝜌𝑥𝑥 and 𝜌𝑥𝑦𝐴𝐻𝐸 in the
expression ,20,21,80 𝛼𝑥𝑦𝐴𝑁𝐸= 𝑆𝑥𝑦𝐴𝑁𝐸𝜎𝑥𝑥+𝑆𝑥𝑥𝜎𝑥𝑦𝐴𝐻𝐸= [𝑆𝑥𝑦𝐴𝑁𝐸𝜌𝑥𝑥 − 𝑆𝑥𝑥𝜌𝑥𝑦𝐴𝐻𝐸
(𝜌𝑥𝑥)2 + (𝜌𝑥𝑦𝐴𝐻𝐸)2 ]. It is evident that
𝛼𝑥𝑦𝐴𝑁𝐸(𝑇) for all the films shows a maximum around 225 K, similar to 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇). Note that
similar to 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇), 𝛼𝑥𝑦𝐴𝑁𝐸(𝑇) for the MgO/CoFeCrGa (200 nm) film increases slowly with
decreasing temperature from the room temperature and the maximum around 225 K is much
broader in contrast to the films with lower thicknesses. The value s of 𝛼𝑥𝑦𝐴𝑁𝐸 at room temperature
(295 K) for our MgO/CoFeCrGa (𝑡CoFeCrGa) films are 0.55,0.77 and 1.4 A.m−1.K−1
for𝑡CoFeCrGa=50,95 and 200 nm, respectively , which are much smaller than that of non-
centrosymmetric Kagome ferromagnet UCo 0.8Ru0.2Al79 (≈15 A.m−1.K−1 at 40 K ), Co2MnGa
single crystal18 (≈7 A.m−1.K−1 at 300 K ) but closer to that of Co2MnGa thin films78 (≈
2 A.m−1.K−1 at 300 K) .
Next, we focus on the origin of the maximum in both 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓(𝑇) and 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇) centered
around 225 K. Note that the occurrence of maximum in both LSSE and ANE signals at the
same temperature has been observed in other ferromagnetic metallic films, e.g., mixed valent
manganites42, iron oxides71. The maximum in the temperature dependent LSSE signal in the
magnetically ordered state is commonly observed in different ferro - and ferrimagnets for
example , YIG, La0.7Ca0.3MnO 3 etc., which originates as a consequence of the combined effects
of boundary scattering and diffusive inelastic magnon -phonon or magnon -magnon scattering
processes together with the reduction of magnon population at low temperatures33,42,81. In YIG,
the maximum in the LSSE signal is thickness dependent ; it shifts from ≈ 70 K for bulk YIG
slab to ≈ 2 00 K for 1 m YIG film.33 In ferromagnetic metals, extrinsic contributions arising
31
from electron -magnon scattering contributes significantly to the anomalous Nernst
thermopower.45 In presence of a temperature gradient and external magnetic field, magnons
are excited in the bulk of a ferromagnetic material and these thermally generated magnons
transfer spin-angular mo menta to the itinerant electrons via electron -magnon scattering as a
result of which the itinerant electrons of the ferromagnetic layer get spin polarized and
contribute to the ANE.45 Since the observed ANE in our MgO/CoFeCrGa (𝑡CoFeCrGa) films has
dominating contributi on from the extrinsic mechanism , the occurrence of maxima in 𝑆𝑥𝑦𝐴𝑁𝐸(𝑇)
around 225 K and the subsequent decrease in 𝑆𝑥𝑦𝐴𝑁𝐸 in our MgO/CoFeCrGa (𝑡CoFeCrGa) films
can also be attributed to the diffusive inelastic magnon scatterings and reduced magnon
population at low temperatures.45 A decrease in the magnon population at low temperatures
also reduces electron -magnon scattering which eventually diminishes the population of the
spin-polarized itinerant electrons participating in the skew -scattering process.
In case of LSSE, the magnon propagation length (〈𝜉〉) of the ferr omagnetic material
also plays vital role in addition to the magnon population. 〈𝜉〉 signifies the critical length scale
for thermally -generated magnons to develop a spatial gradient of magnon accumulation inside
a ferro magnetic film which is one of the crucial factors that governs spin angular momentum
transfer to the adjacent HM layer31,33,82. A decrease in 〈𝜉〉 also suppresses the LSSE signal. It
was theoretically shown that 〈𝜉〉 of a magnetic material with lattice constant 𝑎0 is related to the
effective anisotropy constant ( 𝐾𝑒𝑓𝑓) and the Gilbert damping parameter ( 𝛼), through the
relation34,82 〈𝜉〉= 𝑎0
2𝛼.√𝐽𝑒𝑥
2𝐾𝑒𝑓𝑓, , where 𝐽𝑒𝑥 is the strength of the Heisenberg exchange
interaction between nearest neighbors . Since 𝐾𝑒𝑓𝑓= 1
2𝑀𝑆𝐻𝐾𝑒𝑓𝑓, the aforementioned
expression can be written as, 〈𝜉〉=𝑎0
2𝛼.√𝐽𝑒𝑥
𝜇0𝑀𝑆𝐻𝐾𝑒𝑓𝑓. Thus, 〈𝜉〉 is inversely proportional to 𝛼 as
32
well as the square -root of (𝑀𝑆𝐻𝐾𝑒𝑓𝑓). This implies that the T-evolution of 〈𝜉〉 is related to that
of 𝛼, 𝐻𝐾𝑒𝑓𝑓and 𝑀𝑆. As shown in Fig. 3(a), 𝑀𝑆 for our MgO/CoFeCrGa (95nm) film increases
with decreasing temperature. Furthermore, 𝐻𝐾𝑒𝑓𝑓 of our MgO/CoFeCrGa (95nm) film for both
IP and OOP configurations ( both 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃) increases with decreasing temperature and
the increase is more rapid below ≈ 200 K compare d to the temperature range of 200 K ≤𝑇 ≤
300 K, as indicated in Fig. 3(f). Notably, similar behavior of 𝐻𝐾𝑒𝑓𝑓 has been observed for the
MgO/CoFeCrGa (200nm) film (see Figure S2 ). Therefore, both 𝐻𝐾𝑒𝑓𝑓and 𝑀𝑆 tends to suppress
〈𝜉〉 (and hence , 𝑆𝐿𝑆𝑆𝐸𝑒𝑓𝑓) at low temperatures, especially below ≈ 200 K. To comprehend the role
of 𝛼 in 〈𝜉〉 and hence, the LSSE signal at low temperatures, we have investigated the spin -
dynamic properties of our MgO/CoFeCrGa (95nm)and MgO/CoFeCrGa (95nm)/Pt(5nm)
films by employing the broadband ferromagnetic resonance (FMR) measurements .
3.5. Magnetization dynamics and Gilbert damping
Figs. 9(a) and (b) display the field -derivative of microwave (MW) power absorption spectra
(𝑑𝑃
𝑑𝐻) as a function of the IP DC magnetic field for various frequencies in the range: 4 GHz ≤
𝑓 ≤18 GHz recorded at T = 250 K for the MgO/CoFeCrGa (95nm) and MgO/
CoFeCrGa (95nm)/Pt(5nm) films, respectively . To extract the resonance field (𝐻𝑟𝑒𝑠) and
linewidth (∆𝐻), we fitted the 𝑑𝑃
𝑑𝐻 lineshapes with a linear combination of symmetric and
antisymmetric Lorentzian function derivatives as,83
𝑑𝑃
𝑑𝐻= 𝑃𝑆𝑦𝑚∆𝐻
2(𝐻𝑑𝑐−𝐻𝑟𝑒𝑠)
[(𝐻𝑑𝑐−𝐻𝑟𝑒𝑠)2+(∆𝐻
2)2
]2+𝑃𝐴𝑠𝑦𝑚(∆𝐻
2)2
−(𝐻𝑑𝑐−𝐻𝑟𝑒𝑠)2
[(𝐻𝑑𝑐−𝐻𝑟𝑒𝑠)2+(∆𝐻
2)2
]2+𝑃0 (7)
wher e, 𝑃𝑆𝑦𝑚 and 𝑃𝐴𝑠𝑦𝑚 are the coefficients of the symmetric and antisymmetric Lorentzian
derivatives, and 𝑃0 is a constant offset parameter. The fitted curves are represented by solid
lines in Figs. 9(a) and (b) . To obtain the temperature evolution of the damping parameter, 𝛼(𝑇)
33
for the MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt(5nm) films , we have fitted
the ∆𝐻-f curves with the expression,84 ∆𝐻= ∆𝐻0+4𝜋𝛼
𝛾𝜇0𝑓, where, ∆𝐻0 represents the
inhomogeneous broadening , 𝛾
2𝜋= 𝑔𝑒𝑓𝑓 𝜇𝐵
ℏ is the gyromagnetic ratio, 𝜇𝐵 is the Bohr magneton,
𝑔𝑒𝑓𝑓 is the Landé g-factor . Figs. 9(c) shows the ∆𝐻-f curves for the MgO/CoFeCrGa (95nm)
film at different temperatures fitted with the aforementioned expression. Clearly, the slope of
the ∆𝐻-f curves increases with decreasing temperature which implies increase 𝛼 at low
temperatures. In Fig. 9(d), we compare the ∆𝐻-f curves for the MgO/CoFeCrGa(95nm) and
MgO/CoFeCrGa (95nm)/Pt(5nm) films recorded at T = 250 K. It is evident that ∆𝐻 for
MgO/CoFeCrGa (95nm)/Pt(5nm) is higher than that of MgO/CoFeCrGa (95nm)for all the
frequencies, which is because of the loss of spin angular momentum in the CoFeCrGa film as
a result of spin pumping and can be expressed as,85 [ ∆𝐻CoFeCrGa /𝑃𝑡− ∆𝐻CoFeCrGa]=
𝐺𝑅↑↓(𝑔𝑒𝑓𝑓𝜇𝐵
2𝛾𝑀𝑆𝑡CoFeCrGa)𝑓, where 𝐺𝑅↑↓ is the real component of the interfacial spin mixing
conductance (𝐺↑↓). From the fits, we obtained 𝛼CoFeCrGa = (3.6±0.2)×10−2 and
𝛼CoFeCrGa /𝑃𝑡=(4.12±0.1)×10−2 at 250 K for theMgO/CoFeCrGa (95nm), and MgO/
CoFeCrGa (95nm)/Pt(5nm) films , respectively . Clearly, 𝛼CoFeCrGa /𝑃𝑡> 𝛼CoFeCrGa which is
caused by additional damping due to the spin pumping effect85. In Fig. 9(e), we compare 𝛼(𝑇)
for theMgO/CoFeCrGa (95nm), and MgO/CoFeCrGa (95nm)/Pt(5nm) films . It is evident
that 𝛼CoFeCrGa /𝑃𝑡> 𝛼CoFeCrGa at all the temperatures and both 𝛼CoFeCrGa /𝑃𝑡 and 𝛼CoFeCrGa
increase with decrease temperature, especially below 225 K. Such increase in 𝛼 and ∆𝐻 at low
temperatures can be primarily attributed to the impurity relaxation mechanisms86–88. Since
〈𝜉〉∝ 1
𝛼, an increase in 𝛼 at low temperatures gives rise to decrease in 〈𝜉〉, and hence, the LSSE
signal. The increase s in ∆𝐻0 at low temperatures for both MgO/CoFeCrGa (95nm) MgO/
34
CoFeCrGa (95nm)/Pt(5nm) films (see right y-scale of Fig. 9(f)) also support the occurrence
of impurity relaxation at low temperatures89.
Figure 9. (a) and (b) Field-derivative of microwave (MW) power absorption spectra (𝑑𝑃
𝑑𝐻) as a
function of the IP DC magnetic field for various frequencies in the range: 4 GHz ≤𝑓 ≤
18 GHz recorded at 250 K for the MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/
Pt(5nm) films, respectively fitted with Eqn. 7 . (c) The ∆𝐻-f curves for the MgO/
CoFeCrGa (95nm) film at different temperatures fitted with ∆𝐻= ∆𝐻0+4𝜋𝛼
𝛾𝜇0𝑓. (d) The
comparison of the ∆𝐻-f curves for the MgO/CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/
Pt(5nm) films recorded at 250 K. (e) Comparison of the temperature dependence of damping
parameter 𝛼(𝑇) for theMgO/CoFeCrGa (95nm), and MgO/CoFeCrGa (95nm)/Pt(5nm)
films . (f) Right y -scale: temperature dependence of ∆𝐻0 for the MgO/CoFeCrGa (95nm) and
35
MgO/CoFeCrGa (95nm)/Pt films, left y-scale : temperature dependence of the real component
of the spin mixing conductance 𝐺𝑅↑↓ for the MgO/CoFeCrGa (95nm)/Pt(5nm) film.
To have a quantitative understanding of the T-evolution of spin pumping efficiency in
the MgO/CoFeCrGa (95nm)/Pt(5nm) film, we estimated 𝐺𝑅↑↓ using the expression,90 𝐺𝑅↑↓=
(2𝑒2
ℎ)(2𝜋𝑀𝑆𝑡CoFeCrGa
𝑔𝑒𝑓𝑓𝜇𝐵)[ 𝛼CoFeCrGa /𝑃𝑡− 𝛼CoFeCrGa] where, 𝐺0=(2𝑒2
ℎ) is the conductance
quantum, and found that 𝐺𝑅↑↓≈3.25 × 1014 Ω−1m−2 at 300 K which is close to 𝐺𝑅↑↓ =7.5 ×
1014 Ω−1m−2 in YIG/Pt91 and 𝐺𝑅↑↓ =5.7 × 1014 Ω−1m−2 in TmIG/Pt bilayers90. As shown
in Fig. 9(d), 𝐺𝑅↑↓ for the MgO/CoFeCrGa (95nm)/Pt(5nm) film increases with decreasing
temperature, which is consistent with the phenomenological expression,92 𝐺𝑅↑↓∝(𝑇𝐶−𝑇),
where 𝑇𝐶= Curie temperature. Furthermore, to confirm the aforementioned behavior of the
temperature evolution of 𝛼, we have repeated the broadband FMR measurements on the
MgO/CoFeCrGa (200nm)/Pt(5nm) film. Figs. 10(a) display the magnetic fiel d dependence
of the (𝑑𝑃
𝑑𝐻) lineshapes in the range: 6 GHz ≤𝑓 ≤24 GHz recorded at T = 250 K for the
MgO/CoFeCrGa (200nm)/Pt film, fitted with Eqn. 7 . To obtain the temperature evolution of
the damping parameter, 𝛼(𝑇) we have fitted the ∆𝐻-f curves at different temperatures in the
range of 140 K ≤𝑇 ≤300 K with the expression,84 ∆𝐻= ∆𝐻0+4𝜋𝛼
𝛾𝜇0𝑓, as shown in Fig.
10(b). Evidently, the slope of the ∆𝐻-f curves increases with decreasing temperature which
implies increase 𝛼 at low temperatures. Moreover, in Fig. 10(c), we show the fitting of the f-
𝐻𝑟𝑒𝑠 curves at T = 250 K using Kittel’s equation for magnetic thin films with IP magnetic
field,86 which is expressed as, 𝑓= 𝛾𝜇0
2𝜋√𝐻𝑟𝑒𝑠(𝐻𝑟𝑒𝑠+𝑀𝑒𝑓𝑓), where 𝑀𝑒𝑓𝑓 is the effective
magnetization.
36
Figure 10. (a) Field-derivative of (𝑑𝑃
𝑑𝐻) as a function of the IP DC magnetic field for various
frequencies in the range: 6 GHz ≤𝑓 ≤24 GHz recorded at T = 250 K for the MgO/
CoFeCrGa (200nm)/Pt fitted with Eqn. 7 . (b) The ∆𝐻-f curves for the MgO/
CoFeCrGa (200nm)/Pt film at different temperatures fitted with ∆𝐻= ∆𝐻0+4𝜋𝛼
𝛾𝜇0𝑓. (c)
Fitting of the f vs. the resonance field, 𝐻𝑟𝑒𝑠 using the Kittel’s equation at T = 250 K for the
MgO/CoFeCrGa (200nm)/Pt film. (d) Left y scale: temperature dependence of damping
parameter 𝛼(𝑇) for theMgO/CoFeCrGa (200nm)/Pt, and r ight y-scale: temperature
dependence of ∆𝐻0 for the same .
The estimated value of 𝑔𝑒𝑓𝑓=(2.09 ±0.01) at 250 K for the MgO/
CoFeCrGa (200nm)/Pt(5nm) film, which is slightly higher than the free electron value ( 𝑔𝑒𝑓𝑓
= 2.002). Note that 𝑔𝑒𝑓𝑓=(2.046 ±0.01) and (2.048 ±0.02) for the MgO/
CoFeCrGa (95nm) and MgO/CoFeCrGa (95nm)/Pt(5nm) films, respectively at 250 K .
Finally, 𝛼(𝑇) for the MgO/CoFeCrGa (200nm)/Pt film is shown on the left y-axis of Fig.
10(d). It is evident that 𝛼(𝑇) increases with decreasing temperature, especially below 225 K
similar to what we have observed for the MgO/CoFeCrGa (95nm) and MgO/
37
CoFeCrGa (95nm)/Pt(5nm) films. This observation furthe r confirms the contribution of 𝛼
towards the observed decrease in the LSSE signal in the CoFeCrGa films below the
temperature range of 200 -225 K.
4. CONCLUSIONS
In summary, we present a comprehensive investigation of the temperature ANE and intrinsic
longitudinal spin Seebeck effect (LSSE) in the quaternar y Heusler alloy based SGS thin films
of CoFeCrGa grown on MgO substrates. We found that the anomalous Nernst coefficient for
the MgO/CoFeCrGa (95 nm) film is ≈ 1.86 μV.K−1 at room temperature which is much
higher than the bulk polycrystalline sample of CoFeCrGa (≈0.018 μV.K−1 at 300 K) but
comparable to that of the magnetic Weyl semimetal Co 2MnGa thin films ( ≈2−3 μV.K−1 at
300 K ). Furthermore, the LSSE coefficient for our MgO/CoFeCrGa (95nm)/Pt(5nm)
heterostructure is ≈20.5 nV.K−1.Ω−1 at 295 K which is twice larger than that of the half-
metallic ferromagnet ic La0.7Sr0.3MnO 3 thin films (≈9 nV.K−1.Ω−1 at room temperature ). We
have show n that both ANE and LSSE coefficients follow identical temperatu re dependences
and exhibit a maximum ≈225 K which is understood as the combined effects of inelastic
magnon scatterings and reduced magnon population at low temperatures . Our analys es not only
indicate d that the extrinsic skew scattering is the dominating mechanism for ANE in these films
but also, provide d critical insight s into the functional form of the observed temperature
dependent LSSE at low temperatures . Furthermore, by employing radio frequency transverse
susceptibility and broadband ferromagnetic r esonance in combination with the LSSE
measurements, we have establish ed a correlation among the observed LSSE signal, magnetic
anisotropy and Gilbert damping of the CoFeCrGa thin films which will be beneficial for
fabricating tunable and highly efficient s pincaloritronic nanodevices. We believe that our
findings will also attract the attention of materials science and spintronics community for
38
further exploration of different Heusler alloys based magnetic thin films and heterostructures
co-exhibiting multip le thermo -spin effects with promising efficiencies.
ACKNOWLEDGEMENTS
HS and MHP acknowledge support from the US Department of Energy, Office of Basic Energy
Sciences, Division of Materials Science and Engineering under Award No. DE -FG02 -
07ER46438 . HS thanks the Alexander von Humboldt foundation for a research award and also
acknowledges a visiting professorship at IIT Bombay. D.A.A. acknowledges the support of the
National Science Foundation under Grant No. ECCS -1952957. DD and RC acknowledge the
financial assistance received from DST Nanomission project (DST/NM/TUE/QM -11/2019).
SUPPORTING INFORMATION
Magnetometry, temperature dependence of electrical resistivity, magnetic field and
temperature dependences of transverse susceptibility, magnetic fiel d dependence of ANE and
LSSE voltages for the MgO/CoFeCrGa (200 nm) and MgO/CoFeCrGa (50 nm) films.
DATA AVAILABILITY
The data that support the findings of this study are available from the corresponding author
upon reasonable request.
39
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50
Supplementary Information
Large thermo -spin effects in Heusler alloy based spin -gapless
semiconductor thin film s
Amit Chanda1*, Deepika Rani2, Derick DeT ellem1, Noha Alzahrani1, Dario A. Arena1, Sarath
Witanachchi1, Ratnamala Chatterjee2, Manh -Huong Phan1 and Hari haran Srikanth1*
1 Department of Physics, University of South Florida, Tampa FL 33620
2 Physics Department, Indian Institute of Technology Delhi, New Delhi - 110016
*Corresponding authors: achanda@usf.edu ; sharihar@usf.edu
51
Figure S 1. (a) and (b) Magnetic field dependence of magnetization, 𝑀(𝐻) of our
MgO/CoFeCrGa (200nm) and MgO/CoFeCrGa (50nm)/Pt films. respectively measured at
selected temperatures in the range: 125 K ≤𝑇 ≤300 K in presence of an in -plane sweeping
magnetic field , (c) and (d) temperature dependence of the saturation magnetization, MS for the
same films, respectively.
52
Figure S2. (a) Schematic illustration of the transverse susceptibilbity (TS) measurements. T he
bipolar field scan s (+𝐻𝐷𝐶𝑚𝑎𝑥−𝐻𝐷𝐶𝑚𝑎𝑥 +𝐻𝐷𝐶𝑚𝑎𝑥) of the field dependence of TS, ∆𝜒𝑇
𝜒𝑇(𝐻𝐷𝐶)
for the MgO/CoFeCrGa (200nm)/Pt(5nm) film measured at T = 300 K and 20 K for the (b)
IP (HDC is parallel to the film surface) and (c) OOP ( HDC is perpendicular to the film surface)
configurations . (d) Temperature variations of the effective anisotropy fields: 𝐻𝐾𝐼𝑃 and 𝐻𝐾𝑂𝑂𝑃for
the MgO/CoFeCrGa (200nm)/Pt film.
53
Figure S3. Temperature dependence of longitudinal resistivity, 𝜌𝑥𝑥(𝑇) for the (a) MgO/
CoFeCrGa (200nm), (b) MgO/CoFeCrGa (95nm) and (c) MgO/CoFeCrGa (200nm) films,
respectively in the temperature range: 10 K ≤𝑇 ≤300 K.
54
Figure S4. Temperature variations of thermal conductivity of (a) Apiezon N -grease,1 (b) MgO
crystal2 and (c) bulk CoFeCrGa (measured) using the thermal transport option (TTO) of the
PPMS. (d) Schematic illustration of the heat flow through N -grease/MgO substrate/CoFeCrGa
film/N -grease considering the 4 -slab model. (e) The temperture variation of the effective
temperature difference across the MgO/CoFeCrGa(95nm) film estimated from the expression,3
∆𝑇𝑒𝑓𝑓= ∆𝑇CoFeCrGa = 𝛥𝑇
[1+𝜅𝐶𝑜𝐹𝑒𝐶𝑟𝐺 𝑎
𝑡𝐶𝑜𝐹𝑒𝐶𝑟𝐺𝑎(2𝑡𝑁−𝐺𝑟𝑒𝑎𝑠𝑒
𝜅𝑁−𝐺𝑟𝑒𝑎𝑠𝑒 + 𝑡𝑀𝑔𝑂
𝜅𝑀𝑔𝑂)]
55
Figure S 5. (a) and ( b) The magnetic field dependence of the ANE voltage, 𝑉𝐴𝑁𝐸(𝐻) and ISHE -
induced in-plane voltage, 𝑉𝐼𝑆𝐻𝐸(𝐻) measured on the MgO/CoFeCrGa (200nm) and MgO/
CoFeCrGa (200nm)/Pt films, respectively for different values of the temperature difference
between the hot ( 𝑇ℎ𝑜𝑡) and cold ( 𝑇𝑐𝑜𝑙𝑑) copper blocks, ∆𝑇= (𝑇ℎ𝑜𝑡−𝑇𝑐𝑜𝑙𝑑) in the range:
+5 K≤ ∆𝑇 ≤+18 K at a fixed average sample temperature 𝑇= 𝑇ℎ𝑜𝑡+𝑇𝑐𝑜𝑙𝑑
2 = 295 K. (c) and
(d) The ∆𝑇dependence of the background -corrected ANE voltage, 𝑉𝐴𝑁𝐸(Δ𝑇)=
[𝑉𝐴𝑁𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐴𝑁𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2] and the background -corrected (ANE+ LSSE )
volta ge, 𝑉𝐴𝑁𝐸+𝐿𝑆𝑆𝐸(Δ𝑇)= [𝑉𝐼𝑆𝐻𝐸(+𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)−𝑉𝐼𝑆𝐻𝐸( −𝜇0𝐻𝑚𝑎𝑥, Δ𝑇)
2], respectively.
56
Figure S6. (a) and (b) 𝑉𝐴𝑁𝐸(𝐻) hysteresis loops measured at selected average sample
temperatures in the temperature range: 125 K≤ ∆𝑇 ≤295 K for a fixed value of Δ𝑇 = +1 5
K on the MgO/CoFeCrGa (200nm) and MgO/CoFeCrGa (500nm) films, respectively . (c) and
(d) 𝑉𝐼𝑆𝐻𝐸(𝐻) hysteresis loops measured at selected average sample temperatures in the
temperature range: 125 K≤ ∆𝑇 ≤295 K for a fixed value of Δ𝑇 = +1 5 K on the
MgO/CoFeCrGa (200nm)/Pt and MgO/CoFeCrGa (50nm)/Pt films, respectively .
57
Reference s
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17203.
|
1907.11853v1.Two_improved_Gauss_Seidel_projection_methods_for_Landau_Lifshitz_Gilbert_equation.pdf | Two improved Gauss-Seidel projection methods for
Landau-Lifshitz-Gilbert equation
Panchi Lia, Changjian Xiea, Rui Dua,b,, Jingrun Chena,b,, Xiao-Ping Wangc,
aSchool of Mathematical Sciences, Soochow University, Suzhou, 215006, China.
bMathematical Center for Interdisciplinary Research, Soochow University, Suzhou, 215006, China.
cDepartment of Mathematics, The Hong Kong University of Science and Technology, Clear Water Bay,
Kowloon, Hong Kong, China
A B S T R A C T
Micromagnetic simulation is an important tool to study various dynamic behaviors of
magnetic order in ferromagnetic materials. The underlying model is the Landau-Lifshitz-
Gilbert equation, where the magnetization dynamics is driven by the gyromagnetic torque
term and the Gilbert damping term. Numerically, considerable progress has been made in
the past decades. One of the most popular methods is the Gauss-Seidel projection method
developed by Xiao-Ping Wang, Carlos Garc a-Cervera, and Weinan E in 2001. It rst solves
a set of heat equations with constant coecients and updates the gyromagnetic term in the
Gauss-Seidel manner, and then solves another set of heat equations with constant coecients
for the damping term. Afterwards, a projection step is applied to preserve the length con-
straint in the pointwise sense. This method has been veried to be unconditionally stable
numerically and successfully applied to study magnetization dynamics under various controls.
In this paper, we present two improved Gauss-Seidel projection methods with uncondi-
tional stability. The rst method updates the gyromagnetic term and the damping term
simultaneously and follows by a projection step. The second method introduces two sets of
approximate solutions, where we update the gyromagnetic term and the damping term simul-
taneously for one set of approximate solutions and apply the projection step to the other set
of approximate solutions in an alternating manner. Compared to the original Gauss-Seidel
projection method which has to solve heat equations 7 times at each time step, the improved
methods solve heat equations 5 times and 3 times, respectively. First-order accuracy in time
and second-order accuracy in space are veried by examples in both 1D and 3D. In addi-
tion, unconditional stability with respect to both the grid size and the damping parameter is
conrmed numerically. Application of both methods to a realistic material is also presented
with hysteresis loops and magnetization proles. Compared with the original method, the
recorded running times suggest that savings of both methods are about 2 =7 and 4=7 for the
same accuracy requirement, respectively.
Keywords: Landau-Lifshitz-Gilbert equation, Gauss-Seidel projection method, unconditional
stability, micromagnetic simulation
2000 MSC: 35Q99, 65Z05, 65M06
1. Introduction
In ferromagnetic materials, the intrinsic magnetic order, known as magnetization M=
(M1;M2;M3)T, is modeled by the following Landau-Lifshitz-Gilbert (LLG) equation [1, 2, 3]
@M
@t=
MH
MsM(MH) (1)
Corresponding authors
e-mail: LiPanchi1994@163.com (Panchi Li), 20184007005@stu.suda.edu.cn (Changjian Xie),
durui@suda.edu.cn (Rui Du), jingrunchen@suda.edu.cn (Jingrun Chen), mawang@ust.hk (Xiao-Ping Wang)
1arXiv:1907.11853v1 [math.NA] 27 Jul 2019with
the gyromagnetic ratio and jMj=Msthe saturation magnetization. On the right-
hand side of (1), the rst term is the gyromagnetic term and the second term is the Gilbert
damping term with the dimensionless damping coecient [2]. Note that the gyromagnetic
term is a conservative term, whereas the damping term is a dissipative term. The local eld
H= F
Mis computed from the Landau-Lifshitz energy functional
F[M] =1
2Z
A
M2sjrMj2+ M
Ms
20HeM
dx+0
2Z
R3jrUj2dx; (2)
whereAis the exchange constant,A
M2sjrMjis the exchange interaction energy;
M
Ms
is the anisotropy energy, and for simplicity the material is assumed to be uniaxial with
M
Ms
=Ku
M2s(M2
2+M2
3) withKuthe anisotropy constant; 20HeMis the Zeeman
energy due to the external eld with 0the permeability of vacuum.
is the volume occupied
by the material. The last term in (2) is the energy resulting from the eld induced by the
magnetization distribution inside the material. This stray eld Hs= rUwhereU(x)
satises
U(x) =Z
rN(x y)M(y)dy; (3)
whereN(x y) = 1
41
jx yjis the Newtonian potential.
For convenience, we rescale the original LLG equation (1) by changes of variables t!
(0
Ms) 1tandx!LxwithLthe diameter of
. Dene m=M=Msandh=MsH. The
dimensionless LLG equation reads as
@m
@t= mh m(mh); (4)
where
h= Q(m2e2+m3e3) +m+he+hs (5)
with dimensionless parameters Q=Ku=(0M2
s) and=A=(0M2
sL2). Here e2= (0;1;0),
e3= (0;0;1). Neumann boundary condition is used
@m
@j@
= 0; (6)
whereis the outward unit normal vector on @
.
The LLG equation is a weakly nonlinear equation. In the absence of Gilbert damping,
= 0, equation (4) is a degenerate equation of parabolic type and is related to the sympletic
ow of harmonic maps [4]. In the large damping limit, !1 , equation (4) is related to
the heat
ow for harmonic maps [5]. It is easy to check that jmj= 1 in the pointwise sense
in the evolution. All these properties possesses interesting challenges for designing numerical
methods to solve the LLG equation. Meanwhile, micromagnetic simulation is an important
tool to study magnetization dynamics of magnetic materials [3, 6]. Over the past decades,
there has been increasing progress on numerical methods for the LLG equation; see [7, 8, 9]
2for reviews and references therein. Finite dierence method and nite element method have
been used for the spatial discretization.
For the temporal discretization, there are explicit schemes such as Runge-Kutta methods
[10, 11]. Their stepsizes are subject to strong stability constraint. Another issue is that the
length of magnetization cannot be preserved and thus a projection step is needed. Implicit
schemes [12, 13, 14] are unconditionally stable and usually can preserve the length of magne-
tization automatically. The diculty of implicit schemes is how to solve a nonlinear system
of equations at each step. Therefore, semi-implicit methods [15, 16, 17, 18, 19] provide a com-
promise between stability and the dicult for solving the equation at each step. A projection
step is also needed to preserve the length of magnetization.
Among the semi-implicit schemes, the most popular one is the Gauss-Seidel projection
method (GSPM) proposed by Wang, Garc a-Cervera, and E [15, 18]. GSPM rst solves a
set of heat equations with constant coecients and updates the gyromagnetic term in the
Gauss-Seidel manner, and then solves another set of heat equations with constant coecients
for the damping term. Afterwards, a projection step is applied to preserve the length of mag-
netization. GSPM is rst-order accurate in time and has been veried to be unconditionally
stable numerically.
In this paper, we present two improved Gauss-Seidel projection methods with uncondi-
tional stability. The rst method updates the gyromagnetic term and the damping term
simultaneously and follows by a projection step. The second method introduces two sets of
approximate solutions, where we update the gyromagnetic term and the damping term simul-
taneously for one set of approximate solutions and apply the projection step to the other set
of approximate solutions in an alternating manner. Compared to the original Gauss-Seidel
projection method, which solves heat equations 7 times at each time step, the improved
methods solve heat equations 5 times and 3 times, respectively. First-order accuracy in time
and second-order accuracy in space are veried by examples in both 1D and 3D. In addi-
tion, unconditional stability with respect to both the grid size and the damping parameter is
conrmed numerically. Application of both methods to a realistic material is also presented
with hysteresis loops and magnetization proles. Compared with the original method, the
recorded running times suggest that savings of both methods are about 2 =7 and 4=7 for the
same accuracy requirement, respectively.
The rest of the paper is organized as follows. For completeness and comparison, we rst
introduce GSPM in Section 2. Two improved GSPMs are presented in Section 3. Detailed
numerical tests are given in Section 4, including accuracy check and eciency check in both
1D and 3D, unconditional stability with respect to both the grid size and the damping
parameter, hysteresis loops, and magnetization proles. Conclusions are drawn in Section 5.
32. Gauss-Seidel projection method for Landau-Lifshitz-Gilbert equation
Before the introduction of the GSPM [15, 18], we rst use the nite dierence method
for spatial discretization. Figure 1 shows a schematic picture of spatial grids in 1D. Let
i= 0;1;;M;M + 1,j= 0;1;;N;N + 1, andk= 0;1;;K;K + 1 be the indices of
grid points in 3D.
0 1𝑥−1
2𝑥1
2𝑥𝑁−1
2𝑥𝑁+1
2𝑥3
2𝑥𝑁−3
2
Fig. 1. Spatial grids in 1D. Nodes x 1
2andxN+1
2are ghost points.
Second-order centered dierence for mreads as
hmi;j;k=mi+1;j;k 2mi;j;k+mi 1;j;k
x2
+mi;j+1;k 2mi;j;k+mi;j 1;k
y2
+mi;j;k+1 2mi;j;k+mi;j;k 1
z2; (7)
where mi;j;k=m((i 1
2)x;(j 1
2)y;(k 1
2)z). For the Neumann boundary condition,
a second-order approximation yields
m0;j;k=m1;j;k;mM;j;k =mM+1;j;k; j = 1;;N;k = 1;;K;
mi;0;k=mi;1;k;mi;N;k =mi;N+1;k; i= 1;;M;k = 1;;K;
mi;j;0=mi;j;1;mi;j;K =mi;j;K +1; i= 1;;M;j = 1;;N:
To illustrate the main ideas, we rst consider the following simplied equation
mt= mm m(mm);
which can be rewritten as
mt= mm m(mm) +m: (8)
We split (8) into two equations
mt= mm; (9)
mt=m: (10)
However, (9) is still nonlinear. Therefore, we consider a fractional step scheme to solve
(9)
m mn
t= hm
mn+1=mn mnm
4or
mn+1=mn mn(I th) 1mn;
whereIis the identity matrix. This scheme is subject to strong stability constraint, and thus
the implicit Gauss-Seidel scheme is introduced to overcome this issue. Let
gn
i= (I th) 1mn
i; i= 1;2;3: (11)
We then have 0
@mn+1
1
mn+1
2
mn+1
31
A=0
@mn
1+ (gn
2mn
3 gn
3mn
2)
mn
2+ (gn
3mn+1
1 gn+1
1mn
3)
mn
3+ (gn+1
1mn+1
2 gn+1
2mn+1
1)1
A: (12)
This scheme solve (9) with unconditional stability. (10) is linear heat equation which can be
solved easily. However, the splitting scheme (9) - (10) cannot preserve jmj= 1, and thus a
projection step needs to be added.
For the full LLG equation (4), the GSPM works as follows. Dene
h=m+^f; (13)
where ^f= Q(m2e2+m3e3) +he+hs.
The original GSPM [15] solves the equation (4) in three steps:
Implicit Gauss-Seidel
gn
i= (I th) 1(mn
i+ t^fn
i); i= 2;3;
g
i= (I th) 1(m
i+ t^fn
i); i= 1;2; (14)
0
@m
1
m
2
m
31
A=0
@mn
1+ (gn
2mn
3 gn
3mn
2)
mn
2+ (gn
3m
1 g
1mn
3)
mn
3+ (g
1m
2 g
2m
1)1
A: (15)
Heat
ow without constraints
^f= Q(m
2e2+m
3e3) +he+hn
s; (16)
0
@m
1
m
2
m
31
A=0
@m
1+t(hm
1+^f
1)
m
2+t(hm
2+^f
2)
m
3+t(hm
3+^f
3)1
A: (17)
Projection onto S2
0
@mn+1
1
mn+1
2
mn+1
31
A=1
jmj0
@m
1
m
2
m
31
A: (18)
Here the numerical stability of the original GSPM [15] was founded to be independent of
gridsizes but depend on the damping parameter . This issue was solved in [18] by replacing
(14) and (16) with
g
i= (I th) 1(m
i+ t^f
i); i= 1;2;
5and
^f= Q(m
2e2+m
3e3) +he+h
s;
respectively. Update of the stray eld is done using fast Fourier transform [15]. It is easy
to see that the GSPM solves 7 linear systems of equations with constant coecients and
updates the stray eld using FFT 6 times at each step.
3. Two improved Gauss-Seidel projection methods for Landau-Lifshitz-Gilbert
equation
Based on the description of the original GSPM in Section 2, we introduce two improved
GSPMs for LLG equation. The rst improvement updates both the gyromagnetic term and
the damping term simultaneously, termed as Scheme A. The second improvement introduces
two sets of approximate solution with one set for implicit Gauss-Seidel step and the other set
for projection in an alternating manner, termed as Scheme B. Details are given in below.
3.1. Scheme A
The main improvement of Scheme A over the original GSPM is the combination of (13)
- (17), or (9) - (10).
Implicit-Gauss-Seidel
gn
i= (I th) 1(mn
i+ t^fn
i); i= 1;2;3;
g
i= (I th) 1(m
i+ t^f
i); i= 1;2; (19)
0
@m
1
m
2
m
31
A=0
@mn
1 (mn
2gn
3 mn
3gn
2) (mn
1gn
1+mn
2gn
2+mn
3gn
3)mn
1+gn
1
mn
2 (mn
3g
1 m
1gn
3) (m
1g
1+mn
2gn
2+mn
3gn
3)mn
2+gn
2
mn
3 (m
1g
2 m
2g
1) (m
1g
1+m
2g
2+mn
3gn
3)mn
3+gn
31
A:(20)
Projection onto S2
0
@mn+1
1
mn+1
2
mn+1
31
A=1
jmj0
@m
1
m
2
m
31
A: (21)
It is easy to see that Scheme A solves 5 linear systems of equations with constant coecients
and uses FFT 5 times at each step.
3.2. Scheme B
The main improvement of Scheme B over Scheme A is the introduction of two sets of
approximate solutions, one for (19) - (20) and the other for (21) and the update of these two
sets of solutions in an alternating manner.
Given the initialized g0
g0
i= (I th) 1(m0
i+ t^f0
i); i= 1;2;3; (22)
Scheme B works as follows
6Implicit Gauss-Seidel
gn+1
i= (I th) 1(m
i+ t^f
i); i= 1;2;3 (23)
m
1=mn
1 (mn
2gn
3 mn
3gn
2) (mn
1gn
1+mn
2gn
2+mn
3gn
3)mn
1+
((mn
1)2+ (mn
2)2+ (mn
3)2)gn
1
m
2=mn
2 (mn
3gn+1
1 m
1gn
3) (m
1gn+1
1+mn
2gn
2+mn
3gn
3)mn
2+
((m
1)2+ (mn
2)2+ (mn
3)2)gn
2
m
3=mn
3 (m
1gn+1
2 m
2gn+1
1) (m
1gn+1
1+m
2gn+1
2+mn
3gn
3)mn
3+
((m
1)2+ (m
2)2+ (mn
3)2)gn
3 (24)
Projection onto S2
0
@mn+1
1
mn+1
2
mn+1
31
A=1
jmj0
@m
1
m
2
m
31
A: (25)
Here one set of approximate solution fmgis updated in the implicit Gauss-Seidel step and
the other set of approximate solution fmn+1gis updated in the projection step. Note that
(23) is dened only for fmgwhich can be used in two successive temporal steps, and thus
only 3 linear systems of equations with constant coecients are solved at each step and 3
FFT executions are used for the stray eld. The length of magnetization can be preserved
in the time evolution.
The computational cost of GSPM and its improvements comes from solving the linear
systems of equations with constant coecients. To summarize, we list the number of linear
systems of equations to be solved and the number of FFT executions to be used at each step
for the original GSPM [18], Scheme A, and Scheme B in Table 1. The savings represent the
ratio between costs of two improved schemes over that of the original GSPM.
GSPM Scheme Number of linear systems Saving Execution of FFT Saving
Original 7 0 4 0
Scheme A 5 2=7 3 1=4
Scheme B 3 4=7 3 1=4
Table 1. The number of linear systems of equations to be solved and the number of FFT
executions to be used at each step for the original GSPM [18], Scheme A, and Scheme B. The
savings represent the ratio between costs of two improved schemes over that of the original
GSPM.
4. Numerical Experiments
In this section, we compare the original GSPM [15, 18], Scheme A, and Scheme B via a
series of examples in both 1D and 3D, including accuracy check and eciency check, uncon-
ditional stability with respect to both the grid size and the damping parameter, hysteresis
7loops, and magnetization proles. For convenience, we dene
ratio i=Time(GSPM) Time(Scheme i)
Time(GSPM);
fori= A and B, which quanties the improved eciency of Scheme A and Scheme B over
the original GSPM [15, 18].
4.1. Accuracy Test
Example 4.1 (1D case). In 1D, we choose the exact solution over the unit interval
=
[0;1]
me= (cos(x) sin(t);sin(x) sin(t);cos(t));
which satises
mt= mmxx m(mmxx) +f
with x=x2(1 x)2, and f=met+memexx+me(memexx). Parameters are
= 0:00001 andT= 5:0e 2.
We rst show the error kme mhk1withmhbeing the numerical solution with respect
to the temporal stepsize tand the spatial stepsize x. As shown in Figure 2(a) and Fig-
ure 2(c), suggested by the least squares tting, both rst-order accuracy in time and second-
order accuracy in space are observed. Meanwhile, we record the CPU time as a function
of accuracy (error) by varying the temporal stepsize and the spatial stepsize in Figure 2(b)
and Figure 2(d), Table 2 and Table 3, respectively. In addition, from Table 2 and Table 3,
the saving of Scheme A over GSPM is about 2=7, which equals 1 5=7, and the saving of
Scheme B over GSPM is about 4=7, respectively. This observation is in good agreement with
the number of linear systems being solved at each step for these three methods, as shown in
Table 1.
XXXXXXXXXXCPU timetT/1250 T/2500 T/5000 T/10000 Reference
GSPM 7.7882e-01 1.5445e+00 3.1041e+00 6.2196e+00 -
Scheme A 4.8340e-01 9.9000e-01 2.0527e+00 4.4917e+00 -
Scheme B 3.3010e-01 6.3969e-01 1.2281e+00 2.5510e+00 -
ratio-A 0.38 0.36 0.34 0.28 0.29(2/7)
ratio-B 0.58 0.59 0.60 0.59 0.57(4/7)
Table 2. Recorded CPU time in 1D with respect to the approximation error when only tis
varied and x= 1=100.
Example 4.2 (3D case). In 3D, we choose the exact solution over
= [0;2][0;1][0;0:2]
me= (cos(xyz) sin(t);sin(xyz) sin(t);cos(t));
which satises
mt= mm m(mm) +f
8log(∆t)-12.5 -12 -11.5 -11 -10.5 -10log(error)
-12.5-12-11.5-11-10.5-10
GSPM
Scheme A
Scheme B(a) Temporal accuracy
log(error)-12.5 -12 -11.5 -11 -10.5 -10log(time)
-1.5-1-0.500.511.52
GSPM
Scheme A
Scheme B (b) CPU time versus approximation error ( t)
log(∆x)-5.1 -5 -4.9 -4.8 -4.7 -4.6log(error)
-16-15.9-15.8-15.7-15.6-15.5-15.4-15.3-15.2-15.1-15
GSPM
Scheme A
Scheme B
(c) Spatial accuracy
log(error)-16 -15.8 -15.6 -15.4 -15.2 -15log(time)
77.588.599.5
GSPM
Scheme A
Scheme B (d) CPU time versus approximation error ( x)
Fig. 2. Approximation error and CPU time in 1D. (a) Approximation error as a function of the
temporal step size; (b) CPU time as a function of the approximation error when tis varied
and xis xed; (c) Approximation error as a function of the spatial step size; (d) CPU time
as a function of the approximation error when xis varied and tis xed.
with x=x2(1 x)2,y=y2(1 y)2,z=z2(1 z)2andf=met+meme+me(me
me). Parameters are T= 1:0e 05and= 0:01.
Like in the 1D case, we rst show the error kme mhk1withmhbeing the numerical
solution with respect to the temporal stepsize tand the spatial stepsize x. As shown in
Figure 3(a) and Figure 3(c), suggested by the least squares tting, both rst-order accuracy in
time and second-order accuracy in space are observed. Meanwhile, we record the CPU time
as a function of accuracy (error) by varying the temporal stepsize and the spatial stepsize in
Figure 3(b) and Figure 3(d), Table 4 and Table 5, respectively. In addition, from Table 4 and
Table 5, the saving of Scheme A over GSPM is about 2=7, and the saving of Scheme B over
GSPM is about 4=7, respectively. This observation is in good agreement with the number of
linear systems being solved at each step for these three methods, as shown in Table 1.
It worths mentioning that all these three methods are tested to be unconditionally stable
with respect to the spatial gridsize and the temporal stepsize.
9XXXXXXXXXXCPU timex1/100 1/120 1/140 1/160 Reference
GSPM 3.3752e+03 5.2340e+03 9.0334e+03 1.0495e+04 -
Scheme A 2.4391e+03 3.7175e+03 6.5149e+03 8.0429e+03 -
Scheme B 1.4740e+03 2.2448e+03 3.9152e+03 4.8873e+03 -
ratio-A 0.28 0.29 0.28 0.23 0.29(2/7)
ratio-B 0.56 0.57 0.57 0.53 0.57(4/7)
Table 3. Recorded CPU time in 1D with respect to the approximation error when only xis
varied and t= 1:0e 8.
XXXXXXXXXXCPU timetT/10 T/20 T/40 T/80 Reference
GSPM 3.5188e+01 6.8711e+01 1.4146e+02 2.9769e+02 -
Scheme A 2.3015e+01 4.3920e+01 8.6831e+01 1.7359e+02 -
Scheme B 1.3984e+01 2.6313e+01 5.1928e+01 1.0415e+02 -
ratio-A 0.35 0.36 0.39 0.42 0.29(2/7)
ratio-B 0.60 0.62 0.63 0.65 0.57(4/7)
Table 4. Recorded CPU time in 3D with respect to the approximation error when only tis
varied and the spatial mesh is 1286410.
4.2. Micromagnetic Simulations
To compare the performance of Scheme A and Scheme B with GSPM, we have carried out
micromagnetic simulations of the full LLG equation with realistic material parameters. In
all our following simulations, we consider a thin lm ferromagnet of size
= 1 m1m
0:02m with the spatial gridsize 4 nm 4 nm4 nm and the temporal stepsize t= 1
picosecond. The demagnetization eld (stray eld) is calculated via FFT [15, 18].
4.2.1. Comparison of hysteresis loops
The hysteresis loop is calculated in the following way. First, a positive external eld
H0=0His applied and the system is allowed to reach a stable state. Afterwards, the
external eld is reduced by a certain amount and the system is relaxed to a stable state
again. The process continues until the external eld attains a negative eld of strength H0.
Then the external eld starts to increase and the system relaxes until the initial applied
external eld H0is approached. In the hysteresis loop, we can monitor the magnetization
dynamics and plot the average magnetization at the stable state as a function of the strength
of the external eld. The stopping criterion for a steady state is that the relative change of
the total energy is less than 10 7. The applied eld is parallel to the xaxis. The initial state
we take is the uniform state and the damping parameter = 0:1.
In Figure 4, we compare the average magnetization in the hysteresis loop simulated by
GSPM, Scheme A and Scheme B. Proles of the average magnetization of these three methods
are in quantitative agreements with approximately the same switch eld 9 ( 0:4) mT.
4.2.2. Comparison of magnetization proles
It is tested that GSPM in [15] was unstable with a very small damping parameter and
was resolved in [18]. This section is devoted to the unconditional stability of Scheme A and
10log(∆t)-14 -13.5 -13 -12.5 -12 -11.5log(error)
-14-13.5-13-12.5-12-11.5
GSPM
Scheme A
Scheme B(a) Temporal accuracy
log(error)-14 -13.5 -13 -12.5 -12 -11.5log(time)
2.533.544.555.56
GSPM
Scheme A
Scheme B (b) CPU time versus approximation error ( t)
The spatial step size log( ∆x)-2.5 -2.4 -2.3 -2.2 -2.1 -2 -1.9 -1.8 -1.7log(error)
-32.5-32-31.5-31
GSPM
Scheme A
Scheme B
(c) Spatial accuracy
log(error)-32.5 -32 -31.5 -31log(time)
22.533.544.555.56
GSPM
Scheme A
Scheme B (d) CPU time versus approximation error ( x)
Fig. 3. Approximation error and CPU time in 3D. (a) Approximation error as a function of the
temporal step size; (b) CPU time as a function of the approximation error when tis varied
and x= y= zis xed; (c) Approximation error as a function of the spatial step size; (d)
CPU time as a function of the approximation error when space is varied uniformly and tis
xed.
Scheme B with respect to . We consider a thin lm ferromagnet of size 1 m1m0:02m
with the spatial gridsize 4 nm 4 nm4 nm and the temporal stepsize is 1 picosecond.
Following [18], we consider the full LLG equation with = 0:1 and= 0:01 and without
the external eld. The initial state is m0= (0;1;0) ifx2[0;Lx=5][[4Lx=5;Lx] and
m0= (1;0;0) otherwise. The nal time is 10 ns. In Figures 5 to 7, we present a color plot
of the angle between the in-plane magnetization and the xaxis, and an arrow plot of the
in-plane magnetization for the original GSPM [15], Scheme A, and Scheme B, respectively.
In these gures, = 0:1 is presented in the top row and = 0:01 is presented in the bottom
row; a color plot of the angle between the in-palne magnetization and the xaxis is presented
in the left column and an arrow plot of the in-plane magnetization is presented in the right
column.
5. Conclusion
In this paper, based on the original Gauss-Seidel projection methods, we present two
improved Gauss-Seidel projection methods with the rst-order accuracy in time and the
second-order accuracy in space. The rst method updates the gyromagnetic term and the
11XXXXXXXXXXCPU timex1/6 1/8 1/10 1/12 Reference
GSPM 2.1066e+01 9.2615e+01 1.9879e+02 3.7820e+02 -
Scheme A 1.5278e+01 6.5953e+01 1.4215e+02 2.6725e+02 -
Scheme B 8.9698e+00 3.8684e+01 8.4291e+01 1.5977e+02 -
ratio-A 0.27 0.29 0.28 0.29 0.29(2/7)
ratio-B 0.57 0.58 0.58 0.58 0.57(4/7)
Table 5. Recorded CPU time in 3D with respect to the approximation error when only the
spatial gridsize is varied with x= y= zand t= 1:0e 09.
-50 -40 -30 -20 -10 0 10 20 30 40 50
0 H (mT)-1-0.8-0.6-0.4-0.200.20.40.60.81M/Ms
GSPM
Scheme A
Scheme B
Fig. 4. Comparison of hysteresis loops for GSPM, Scheme A and Scheme B. Proles of the av-
erage magnetization of these three methods are in quantitative agreements with approximately
the same switch eld 9 (0:4) mT . The applied eld is parallel to the xaxis and the initial state
is the uniform state.
damping term simultaneously and follows by a projection step, which requires to solve heat
equations 5 times at each time step. The second method introduces two sets of approximate
solutions, where we update the gyromagnetic term and the damping term simultaneously for
one set of approximate solutions and apply the projection step to the other set of approximate
solutions in an alternating manner. Therefore, only 3 heat equations are needed to be solved
at each step. Compared to the original Gauss-Seidel projection method, which solves heat
equations 7 times at each step, savings of these two improved methods are about 2 =7 and
4=7, which is veried by both 1D and 3D examples for the same accuracy requirement. In
addition, unconditional stability with respect to both the grid size and the damping parameter
is conrmed numerically. Application of both methods to a realistic material is also presented
with hysteresis loops and magnetization proles.
Acknowledgments
This work is supported in part by the grants NSFC 21602149 (J. Chen), NSFC 11501399
(R. Du), the Hong Kong Research Grants Council (GRF grants 16302715, 16324416, 16303318
12(a) Angle prole ( = 0:1)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (b) Magnetization prole ( = 0:1)
(c) Angle prole ( = 0:01)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (d) Magnetization prole ( = 0:01)
Fig. 5. Simulation of the full Landau-Lifshitz-Gilbert equation using GSPM without any exter-
nal eld. The magnetization on the centered slice of the material in the xyplane is used. Top
row:= 0:1; Bottom row: = 0:01. Left column: a color plot of the angle between the in-plane
magnetization and the xaxis; Right column: an arrow plot of the in-plane magnetization.
13(a) Angle prole ( = 0:1)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (b) Magnetization prole ( = 0:1)
(c) Angle prole ( = 0:01)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (d) Magnetization prole ( = 0:01)
Fig. 6. Simulation of the full Landau-Lifshitz-Gilbert equation using Scheme A without any
external eld. The magnetization on the centered slice of the material in the xyplane is used.
Top row: = 0:1; Bottom row: = 0:01. Left column: a color plot of the angle between the in-
plane magnetization and the xaxis; Right column: an arrow plot of the in-plane magnetization.
14(a) Angle prole ( = 0:1)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (b) Magnetization prole ( = 0:1)
(c) Angle prole ( = 0:01)
0 0.2 0.4 0.6 0.8 1
x (m)00.20.40.60.81y (m) (d) Magnetization prole ( = 0:01)
Fig. 7. Simulation of the full Landau-Lifshitz-Gilbert equation using Scheme B without any
external eld. The magnetization on the centered slice of the material in the xyplane is used.
Top row: = 0:1; Bottom row: = 0:01. Left column: a color plot of the angle between the in-
plane magnetization and the xaxis; Right column: an arrow plot of the in-plane magnetization.
15and NSFC-RGC joint research grant N-HKUST620/15) (X.-P. Wang), and the Innovation
Program for postgraduates in Jiangsu province via grant KYCX19 1947 (C. Xie).
References
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[8] I. Cimr ak, A survey on the numerics and computations for the Landau-Lifshitz equation of micromag-
netism, Arch. Comput. Methods Eng. 15 (2008) 277{309.
[9] C. J. Garc a-Cervera, Numerical micromagnetics: a review, Bol. Soc. Esp. Mat. Apl. 39 (2007) 103{135.
[10] A. Fran cois, J. Pascal, Convergence of a nite element discretization for the Landau-Lifshitz equations
in micromagnetism, Math. Models Methods Appl. Sci. 16 (2006) 299{316.
[11] A. Romeo, G. Finocchio, M. Carpentieri, L. Torres, G. Consolo, B. Azzerboni, A numerical solution of
the magnetization reversal modeling in a permalloy thin lm using fth order runge-kutta method with
adaptive step size control, Physica B. 403 (2008) 1163{1194.
[12] Y. H, H. N, Implicit solution of the Landau-Lifshitz-Gilbert equation by the Crank-Nicolson method,
J. Magn. Soc. Japan 28 (2004) 924{931.
[13] S. Bartels, P. Andreas, Convergence of an implicit nite element method for the Landau-Lifshitz-Gilbert
equation, SIAM J. Numer. Anal. 44 (2006) 1405{1419.
[14] A. Fuwa, T. Ishiwata, M. Tsutsumi, Finite dierence scheme for the Landau-Lifshitz equation, Japan
J. Indust. Appl. Math. 29 (2012) 83{110.
[15] X. Wang, C. J. Garc a-Cervera, W. E, A gauss-seidel projection method for micromagnetics simulations,
J. Comput. Phys. 171 (2001) 357{372.
[16] W. E, X. Wang, Numerical methods for the Landau-Lisfshitz equation, SIAM J. Numer. Anal. 38 (2000)
1647{1665.
[17] J. Chen, C. Wang, C. Xie, Convergence analysis of a second-order semi-implicit projection method for
Landau-Lifshitz equation, arXiv 1902.09740 (2019).
[18] C. J. Garc a-Cervera, W. E, Improved gauss-seidel projection method for micromagnetics simulations,
IEEE Trans. Magn. 39 (2003) 1766{1770.
[19] I. Cimr ak, Error estimates for a semi-implicit numerical scheme solving the Landau-Lifshitz equation
with an exchange eld, IMA J. Numer. Anal. (2005) 611{634.
16 |
2009.07620v1.Fast_convex_optimization_via_inertial_dynamics_combining_viscous_and_Hessian_driven_damping_with_time_rescaling.pdf | Noname manuscript No.
(will be inserted by the editor)
Fast convex optimization via inertial dynamics combining
viscous and Hessian-driven damping with time rescaling
Hedy ATTOUCH A cha BALHAG Zaki
CHBANI Hassan RIAHI
the date of receipt and acceptance should be inserted later
Abstract In a Hilbert setting, we develop fast methods for convex unconstrained
optimization. We rely on the asymptotic behavior of an inertial system combining
geometric damping with temporal scaling. The convex function to minimize enters
the dynamic via its gradient. The dynamic includes three coecients varying with
time, one is a viscous damping coecient, the second is attached to the Hessian-
driven damping, the third is a time scaling coecient. We study the convergence
rate of the values under general conditions involving the damping and the time
scale coecients. The obtained results are based on a new Lyapunov analysis and
they encompass known results on the subject. We pay particular attention to the
case of an asymptotically vanishing viscous damping, which is directly related to
the accelerated gradient method of Nesterov. The Hessian-driven damping signi-
cantly reduces the oscillatory aspects. As a main result, we obtain an exponential
rate of convergence of values without assuming the strong convexity of the objec-
tive function. The temporal discretization of these dynamics opens the gate to a
large class of inertial optimization algorithms.
Keywords damped inertial gradient dynamics; fast convex optimization;
Hessian-driven damping; Nesterov accelerated gradient method; time rescaling
Mathematics Subject Classication (2010) 37N40, 46N10, 49M30, 65K05,
65K10, 90B50, 90C25.
Hedy ATTOUCH
IMAG, Univ. Montpellier, CNRS, Montpellier, France
hedy.attouch@umontpellier.fr,
Supported by COST Action: CA16228
A cha BALHAG Zaki CHBANIHassan RIAHI
Cadi Ayyad University
S emlalia Faculty of Sciences 40000 Marrakech, Morroco
aichabalhag@gmail.com chbaniz@uca.ac.ma h-riahi@uca.ac.maarXiv:2009.07620v1 [math.OC] 16 Sep 20202 Hedy ATTOUCH et al.
1 Introduction
Throughout the paper, His a real Hilbert space with inner product h;iand
induced normkk;andf:H!Ris a convex and dierentiable function. We aim
at developping fast numerical methods for solving the optimization problem
(P) min
x2Hf(x):
We denote by argminHfthe set of minimizers of the optimization problem ( P),
which is assumed to be non-empty. Our work is part of the active research stream
that studies the close link between continuous dissipative dynamical systems and
optimization algorithms. In general, the implicit temporal discretization of con-
tinuous gradient-based dynamics provides proximal algorithms that benet from
similar asymptotic convergence properties, see [28] for a systematic study in the
case of rst-order evolution systems, and [5,6,8,11,12,19,20,21] for some recent
results concerning second-order evolution equations. The main object of our study
is the second-order in time dierential equation
(IGS)
;;bx(t) +
(t) _x(t) +(t)r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0;
where the coecients
;: [t0;+1[!R+take account of the viscous and Hessian-
driven damping, respectively, and b:R+!R+is a time scale parameter. We take
for granted the existence and uniqueness of the solution of the corresponding
Cauchy problem with initial conditions x(t0) =x02H, _x(t0) =v02H. Assuming
thatrfis Lipschitz continuous on the bounded sets, and that the coecients are
continuously dierentiable, the local existence follows from the nonautonomous
version of the Cauchy-Lipschitz theorem, see [24, Prop. 6.2.1]. The global existence
then follows from the energy estimates that will be established in the next section.
Each of these damping and rescaling terms properly tuned, improves the rate of
convergence of the associated dynamics and algorithms. An original aspect of our
work is to combine them in the same dynamic. Let us recall some classical facts.
1.1 Damped inertial dynamics and optimization
The continuous-time perspective gives a mechanical intuition of the behavior of the
trajectories, and a valuable tool to develop a Lyapunov analysis. A rst important
work in this perspective is the heavy ball with friction method of B. Polyak [29]
(HBF) x(t) +
_x(t) +rf(x(t)) = 0:
It is a simplied model for a heavy ball (whose mass has been normalized to one)
sliding on the graph of the function fto be minimized, and which asymptoti-
cally stops under the action of viscous friction, see [14] for further details. In this
model, the viscous friction parameter
is a xed positive parameter. Due to too
much friction (at least asymptotically) involved in this process, replacing the xed
viscous coecient with a vanishing viscous coecient ( i.e.which tends to zero as
t!+1) gives Nesterov's famous accelerated gradient method [26] [27]. The other
two basic ingredients that we will use, namely time rescaling, and Hessian-driven
damping have a natural interpretation (cinematic and geometric, respectively) inInertial dynamics with Hessian damping and time rescaling 3
this context. We will come back to these points later. Precisely, we seek to develop
fast rst-order methods based on the temporal discretization of damped inertial
dynamics. By fast we mean that, for a general convex function f, and for each
trajectory of the system, the convergence rate of the values f(x(t)) infHfwhich
is obtained is optimal ( i.e.is achieved of nearly achieved in the worst case). The
importance of simple rst-order methods, and in particular gradient-based and
proximal algorithms, comes from the applicability of these algorithms to a wide
range of large-scale problems arising from machine learning and/or engineering.
1.1.1 The viscous damping parameter
(t).
A signicant number of recent studies have focused on the case
(t) =
t,= 0
(without Hessian-driven damping), and b= 1 (without time rescaling), that is
(AVD)x(t) +
t_x(t) +rf(x(t)) = 0:
This dynamic involves an Asymptotically Vanishing Damping coecient (hence
the terminology), a key property to obtain fast convergence for a general convex
functionf. In [32], Su, Boyd and Cand es showed that for = 3 the above system
can be seen as a continuous version of the accelerated gradient method of Nesterov
[26,27] with f(x(t)) minHf=O(1
t2) ast!+1. The importance of the parame-
terwas put to the fore by Attouch, Chbani, Peypouquet and Redont [9] and May
[25]. They showed that, for >3, one can pass from capital Oestimates to small
o. Moreover, when >3, each trajectory converges weakly, and its limit belongs to
argminf1. Recent research considered the case of a general damping coecient
()
(see [4,7]), thus providing a complete picture of the convergence rates for (AVD):
f(x(t)) minHf=O(1=t2) when3, andf(x(t)) minHf=O
1=t2
3
when
3, see [7,10] and Apidopoulos, Aujol and Dossal [3].
1.1.2 The Hessian-driven damping parameter (t).
The inertial system
(DIN)
;x(t) +
_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0;
was introduced by Alvarez, Attouch, Bolte, and Redont in [2]. In line with (HBF),
it contains a xed positive friction coecient
. As a main property, the introduc-
tion of the Hessian-driven damping makes it possible to neutralize the transversal
oscillations likely to occur with (HBF), as observed in [2]. The need to take a
geometric damping adapted to fhad already been observed by Alvarez [1] who
considered the inertial system
x(t) +D_x(t) +rf(x(t)) = 0;
whereD:H!H is a linear positive denite anisotropic operator. But still this
damping operator is xed. For a general convex function, the Hessian-driven damp-
ing in (DIN)
;performs a similar operation in a closed-loop adaptive way. (DIN)
stands shortly for Dynamical Inertial Newton, and refers to the link with the
1Recall that for = 3 the convergence of the trajectories is an open question4 Hedy ATTOUCH et al.
Levenberg-Marquardt regularization of the continuous Newton method. Recent
studies have been devoted to the study of the inertial dynamic
x(t) +
t_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0;
which combines asymptotic vanishing damping with Hessian-driven damping [17].
1.1.3 The time rescaling parameter b(t).
In the context of non-autonomous dissipative dynamic systems, reparameteriza-
tion in time is a simple and universal means to accelerate the convergence of
trajectories. This is where the coecient b(t) comes in as a factor of rf(x(t)).
In [11] [12], in the case of general coecients
() andb() without the Hessian
damping, the authors made in-depth study. In the case
(t) =
t, they proved that
under appropriate conditions on andb(),f(x(t)) minHf=O(1
t2b(t)). Hence a
clear improvement of the convergence rate by taking b(t)!+1ast!+1.
1.2 From damped inertial dynamics to proximal-gradient inertial algorithms
Let's review some classical facts concerning the close link between continuous
dissipative inertial dynamic systems and the corresponding algorithms obtained
by temporal discretization. Let us insist on the fact that, when the temporal
scalingb(t)!+1ast!+1, the transposition of the results to the discrete
case naturally leads to consider an implicit temporal discretization, i.e.inertial
proximal algorithms. The reason is that, since b(t) is in front of the gradient, the
application of the gradient descent lemma would require taking a step size that
tends to zero. On the other hand, the corresponding proximal algorithms involve
a proximal coecient which tends to innity (large step proximal algorithms).
1.2.1 The case without the Hessian-driven damping
The implicit discretization of (IGS)
;0;bgives the Inertial Proximal algorithm
(IP)k;k(
yk=xk+k(xk xk 1)
xk+1= proxkf(yk)
wherekis non-negative and kis positive. Recall that for any >0, the proximity
operator proxf:H!H is dened by the following formula: for every x2H
proxf(x) := argmin2H
f() +1
2kx k2
:
Equivalently, proxfis the resolvent of index of the maximally monotone opera-
tor@f. When passing to the implicit discrete case, we can take f:H!R[f+1g
a convex lower semicontinuous and proper function. Let us list some of the main
results concerning the convergence properties of the algorithm (IP)k;k:
1. Casek>0 andk= 1
k. When= 3, the (IP)1 3=k;algorithm
has a similar structure to the original Nesterov accelerated gradient algorithm[26],Inertial dynamics with Hessian damping and time rescaling 5
just replace the gradient step with a proximal step. Passing from the gradient to the
proximal step was carried out by G uler [22,23], then by Beck and Teboulle [18] for
structured optimization. A decisive step was taken by Attouch and Peypouquet in
[16] proving that, when >3,f(xk) minHf=o 1
k2. The subcritical case <3
was examined by Apidopoulos, Aujol, and Dossal [3] and Attouch, Chbani, and
Riahi [10] with the rate of convergence rate of values f(xk) minHf=O
1
k2
3
.
2. For a general k, the convergence properties of (IP)k;were analyzed
by Attouch and Cabot [5], then by Attouch, Cabot, Chbani, and Riahi [6], in
the presence of perturbations. The convergence rates are then expressed using the
sequence ( tk) which is linked to ( k) by the formula tk:= 1 +P+1
i=kQi
j=kj.
Under growth conditions on tk, it is proved that f(xk) minHf=O(1
t2
k). This
last results covers the special case k= 1
kwhen3.
3. For a general k, Attouch, Chbani, and Riahi rst considered in [11] the
casek= 1
k. They proved that under a growth condition on k, we have
the estimate f(xk) minHf=O(1
k2k). This result is an improvement of the one
discussed previously in [16], because when k=kwith 0<< 3, we pass from
O(1
k2) toO(1
k2+). Recently, in [13] the authors analyzed the algorithm (IP)k;kfor general kandk. By including the expression of tkpreviously used in [5,6],
they proved that f(xk) minHf=O 1=t2
kk 1under certain conditions on k
andk. They obtained f(xk) minHf=o 1=t2
kk, which gives a global view of
of the convergence rate with small o, encompassing [5,13].
1.2.2 The case with the Hessian-driven damping
Recent studies have been devoted to the inertial dynamic
x(t) +
t_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0;
which combines asymptotic vanishing viscous damping with Hessian-driven damp-
ing. The corresponding algorithms involve a correcting term in the Nesterov ac-
celerated gradient method which reduces the oscillatory aspects, see Attouch-
Peypouquet-Redont [17], Attouch-Chbani-Fadili-Riahi [8], Shi-Du-Jordan-Su [30].
The case of monotone inclusions has been considered by Attouch and L aszl o [15].
1.3 Contents
The paper is organized as follows. In section 2, we develop a new Lyapunov anal-
ysis for the continuous dynamic (IGS)
;;b. In Theorem 1, we provide a system of
conditions on the damping parameters
() and(), and on the temporal scaling
parameter b() giving fast convergence of the values. Then, in sections 3 and 4,
we present two dierent types of growth conditions for the damping and tempo-
ral scaling parameters, respectively based on the functions
andp
, and which
satisfy the conditions of Theorem 1. In doing so, we encompass most existing re-
sults and provide new results, including linear convergence rates without assuming
strong convexity. This will also allow us to explain the choice of certain coecients
in the associated algorithms, questions which have remained mysterious and only6 Hedy ATTOUCH et al.
justied by the simplication of often complicated calculations. In section 5, we
specialize our results to certain model situations and give numerical illustrations.
Finally, we conclude the paper by highlighting its original aspects.
2 Convergence rate of the values. General abstract result
We will establish a general result concerning the convergence rate of the values
veried by the solution trajectories x() of the second-order evolution equation
(IGS)
;;b x(t) +
(t) _x(t) +(t)r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0:
The variable parameters
(),() andb() take into account the damping, and
temporal rescaling eects. They are assumed to be continuously dierentiable.
To analyze the asymptotic behavior of the solutions trajectories of the evolution
system (IGS)
;;b, we will use Lyapunov's analysis. It is a classic and powerful tool
which consists in building an associated energy-like function which decreases along
the trajectories. The determination of such a Lyapunov function is in general a
delicate problem. Based on previous works, we know the global structure of such
a Lyapunov function. It is a weighted sum of the potential, kinetic and anchor
functions. We will introduce coecients in this function that are a priori unknown,
and which will be identied during the calculation to verify the property of decay.
Our approach takes advantage of the technics recently developed in [4], [17], [12].
2.1 The general case
Letx() be a solution trajectory of (IGS)
;;b. Givenz2argminHf, we introduce
the Lyapunov function t7!E(t) dened by
E(t) :=c(t)2b(t)(f(x(t)) f(z))+(t)(t)2
2kv(t)k2+(t)
2kx(t) zk2;(1)
wherev(t) :=x(t) z+1
(t)(_x(t) +(t)rf(x(t))):
The four variable coecients c(t);(t);(t);(t) will be adjusted during the calcu-
lation. According to the classical derivation chain rule, we obtain
d
dtE(t) =d
dt
c2(t)b(t)
(f(x(t)) f(z))+c(t)2b(t)hrf(x(t));_x(t)i
+1
2d
dt((t)2(t))kv(t)k2+(t)2(t)h_v(t);v(t)i
+1
2_(t)kx(t) zk2+(t)h_x(t);x(t) zi:Inertial dynamics with Hessian damping and time rescaling 7
From now, without ambiguity, to shorten formulas, we omit the variable t.
According to the denition of v, and the equation (IGS)
;;b, we have
_v= _x _
2(_x+rf(x))+1
d
dt(_x+rf(x))
= _x _
2(_x+rf(x))+1
x+r2f(x) _x+_rf(x)
= _x _
2(_x+rf(x))+1
_x brf(x) +_rf(x)
=
1 _
2
_x+_
_
2 b
rf(x):
Therefore,
h_v;vi=
1 _
2
_x+_
_
2 b
rf(x); x z+1
(_x+rf(x))
=
1 _
2
h_x; x zi+
1 _
2
1
k_xk2
+
1 _
2
+_
_
2 b
1
hrf(x);_xi
+_
_
2 b
hrf(x); x zi+_
_
2 b
krf(x)k2:
According to the denition of v(t), after developing kv(t)k2, we get
kvk2=kx zk2+1
2
k_xk2+2krf(x)k2
+2
h_x; x zi
+2
hrf(x); x zi+2
2hrf(x);_xi:
Collecting the above results, we obtain
d
dtE(t) =d
dt
c2b
(f(x) f(z))+c2bhrf(x);_xi+1
2_kx zk2+h_x;x zi
+1
2d
dt(2)
kx zk2+1
2
k_xk2+2krf(x)k2
+2
h_x; x zi
+1
2d
dt(2)2
hrf(x); x zi+2
2hrf(x);_xi
+2
1 _
2
h_x; x zi+
1 _
2
1
k_xk2
+2
1 _
2
+_
_
2 b
1
hrf(x);_xi
+2_
_
2 b
hrf(x); x zi+_
_
2 b
krf(x)k2
:
In the second member of the above formula, let us examine the terms that contain
hrf(x); x zi. By grouping these terms, we obtain the following expression
d
dt(2) +2_
_
2 b
hrf(x); x zi:8 Hedy ATTOUCH et al.
To majorize it, we use the convex subgradient inequality hrf(x);x zif(x)
f(z);and we make a rst hypothesis
d
dt(2)+2_
_
2 b
0:Therefore,
d
dtE(t)
d
dt
c2b
+
d
dt(2) +2_
_
2 b
(f(x) f(z))
+
c2b+
2d
dt(2) +
1 _
2
+_
_
2 b
hrf(x);_xi
+1
d
dt(2) +2
1 _
2
+
h_x; x zi
+1
2
d
dt(2) +_
kx zk2+1
22d
dt(2) +
1 _
2
k_xk2
+
2
22d
dt(2) +_
_
2 b
krf(x)k2: (2)
To getd
dtE(t)0, we are led to make the following assumptions:
(i)
d
dt(2) +2_
_
2 b
0
(ii)d
dt
c2b
+
d
dt(2) +2_
_
2 b
0;
(iii)c2b+
2d
dt(2) +
1 _
2
+_
_
2 b
= 0;
(iv)1
d
dt(2) +2
1 _
2
+= 0;
(v)d
dt(2) +_0;
(vi)1
22d
dt(2) +
1 _
2
0;
(vii)2
22d
dt(2) +_
_
2 b
0:
After simplication, we get the following equivalent system of conditions:
A: Lyapunov system of inequalities involving c(t);(t);(t);(t):
(i)d
dt() b0
(ii)d
dt
c2b+
b0;
(iii)b(c2 ) +(
) +d
dt() = 0;
(iv)d
dt() +(
)+= 0;
(v)d
dt(2+)0;
(vi)_+ 2(
)0;
(vii)
_+ 2 _ b
0:Inertial dynamics with Hessian damping and time rescaling 9
Let's simplify this system by eliminating the variable . From (iv) we get=
d
dt() (
), that we replace in ( v), and recall that is prescribed to
be nonnegative. Now observe that the unkown function ccan also be eliminated.
Indeed, it enters the above system via the variable bc2, which according to ( iii)
is equal to bc2=b (
) d
dt():Replacing in ( ii), which is the only
other equation involving bc2, we obtain the equivalent system involving only the
variables(t);(t).
B: Lyapunov system of inequalities involving the variables: (t);(t)
(i)d
dt() b0;
(ii)d
dt(b+
) d2
dt2() b0;
(iii)b (
) d
dt()0;
(iv)d
dt() +(
)0;
(v)d
dt
d
dt() +
0;
(vi)_+ 2(
)0;
(vii)
_+ 2 _ b
0:
Then, the variables andcare obtained by using the formulas
= d
dt() (
)
bc2=b (
) d
dt():
Thus, under the above conditions, the function E() is nonnegative and nonincreas-
ing. Therefore, for every tt0,E(t)E(t0);which implies that
c2(t)b(t)f(x(t)) min
Hf)E(t0):
Therefore, as t!+1
f(x(t)) min
Hf=O1
c2(t)b(t)
:
Moreover, by integrating (2) we obtain the following integral estimates:
a) On the values:
Z+1
t0
(t)b(t)(t) d
dt
c2(t)b(t) +(t)(t)(t)
f(x(t)) inf
Hf
dt< +1;
where we use the equality:
d
dt
c2b+
d
dt(2) +2_
_
2 b
=b d
dt
c2b+
and the fact that, according to ( ii), this quantity is nonnegative.10 Hedy ATTOUCH et al.
b) On the norm of the gradients:
Z+1
t0q(t)krf(x(t))k2dt< +1:
whereqis the nonnegative weight function dened by
q(t) :=(t)(t)_(t)(t)
(t)+b(t) _(t)
2(t)
22(t)d
dt(2)(t)
=b(t)(t)(t) 1
2d
dt(2)(t): (3)
We can now state the following Theorem, which summarizes the above results.
Theorem 1 Letf:H!Rbe a convex dierentiable function with argminHf6=;.
Letx()be a solution trajectory of
(IGS)
;;b x(t) +
(t) _x(t) +(t)r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0:
Suppose that
(),(), andb(), areC1functions on [t0;+1[such that there exists
auxiliary functions c(t);(t);(t);(t)that satisfy the conditions (i) (vii)above. Set
E(t) :=c(t)2b(t)(f(x(t)) f(z))+(t)(t)2
2kv(t)k2+(t)
2kx(t) zk2;(4)
withz2argminHfandv(t) =x(t) z+1
(t)(_x(t) +(t)rf(x(t))).
Then,t7!E(t)is a nonincreasing function. As a consequence, for all tt0,
(i)f(x(t)) min
HfE(t0)
c2(t)b(t); (5)
(ii)Z+1
t0
(t)b(t)(t) d
dt
c2b+(t)
f(x(t)) inf
Hf
dt< +1; (6)
(iii)Z+1
t0
b(t)(t)(t) 1
2d
dt
2(t)
krf(x(t))k2dt< +1: (7)
2.2 Solving system ( i) (vii)
The system of inequalities ( i) (vii) of Theorem 1 may seem complicated at rst
glance. Indeed, we will see that it simplies notably in the classical situations.
Moreover, it makes it possible to unify the existing results, and discover new
interesting cases. We will present two dierent types of solutions to this system,
respectively based on the following functions:
p
(t) = expZt
t0
(u)du
; (8)
and
(t) =p
(t)Z+1
tdu
p
(u): (9)
The use of
has been considered in a series of articles that we will retrieve as a
special case of our approach, see [4], [5], [7], [12]. Using p
will lead to new results,
see section 4.Inertial dynamics with Hessian damping and time rescaling 11
3 Results based on the function
In this section, we will systematically assume that condition ( H0) is satised.
(H0)Z+1
t0ds
p(s)<+1:
Under (H0), the function
() is well dened. It can be equally dened as the
solution of the linear non autonomous dierential equation
_
(t)
(t)
(t) + 1 = 0; (10)
which satises the limit condition lim t!+1
(t)
p
(t)= 0.
3.1 The case without the Hessian, i.e.0
The dynamic writes
(IGS)
;0;b x(t) +
(t) _x(t) +b(t)rf(x(t)) = 0:
To solve the system ( i) (vii) of Theorem 1, we choose
0; c(t) =
(t); (t) =1
(t); (t) =
(t)2:
According to (10), we can easily verify that conditions ( i);(iii) (vii) are satised,
and (ii) becomes
d
dt
(t)2b(t)
(t)b(t)0:
After dividing by
(t), and using (10), we obtain the condition
0
(t)_b(t) (3 2
(t)
(t))b(t):
This leads to the following result obtained by Attouch, Chbani and Riahi in [12].
Theorem 2 [12, Theorem 2.1] Suppose that for all tt0
(t)_b(t)b(t)(3 2
(t)
(t)); (11)
where
is dened from
by(9). Letx: [t0;+1[!H be a solution trajectory of
(IGS)
;0;b. Givenz2argminHf, set
E(t) := 2
(t)b(t)(f(x(t)) f(z))+1
2kx(t) z+
(t) _x(t)k2: (12)
Then,t7!E(t)is a nonincreasing function. As a consequence, as t!+1
f(x(t)) min
Hf=O1
(t)2b(t)
: (13)
Precisely, for all tt0
f(x(t)) min
HfC
(t)2b(t); (14)
withC=
(t0)2b(t0)(f(x(t0)) minHf)+d(x(t0);argminf)2+
(t0)2k_x(t0)k2:
Moreover,
Z+1
t0
(t)
b(t)(3 2
(t)
(t))
(t)_b(t)
(f(x(t)) min
Hf)dt< +1:
Remark 1 Whenb1, condition (11) reduces to
(t)
(t)3
2, introduced in [4].12 Hedy ATTOUCH et al.
3.2 Combining Nesterov acceleration with Hessian damping
Let us specialize our results in the case (t)>0, and
(t) =
t. We are in the case
of a vanishing damping coecient ( i.e.
(t)!0 ast!+1). According to Su,
Boyd and Cand es [32], the case = 3 corresponds to a continuous version of the
accelerated gradient method of Nesterov. Taking > 3 improves in many ways
the convergence properties of this dynamic, see section 1.1.1. Here, it is combined
with the Hessian-driven damping and temporal rescaling. This situation was rst
considered by Attouch, Chbani, Fadili and Riahi in [8]. Then the dynamic writes
(IGS)=t;;b x(t) +
t_x(t) +(t)r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0:
Elementary calculus gives that ( H0) is satised as soon as >1. In this case,
(t) =t
1:
After [8], let us introduce the following quantity which will simplify the formulas:
w(t) :=b(t) _(t) (t)
t: (15)
The following result will be obtained as a consequence of our general abstract The-
orem 1. Precisely, we will show that under an appropriate choice of the functions
c(t);(t);(t);(t), the conditions ( i) (vii) of Theorem 1 are satised.
Theorem 3 [8, Theorem 1] Letx: [t0;+1[!H be a solution trajectory of
(IGS)=t;;b x(t) +
t_x(t) +(t)r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0:
Suppose that >1, and that the following growth conditions are satised: for tt0
(G2)b(t)>_(t) +(t)
t;
(G3)t_w(t)( 3)w(t):
Then,w(t) :=b(t) _(t) (t)
tis positive and
(i)f(x(t)) min
Hf=O1
t2w(t)
ast!+1;
(ii)Z+1
t0t
( 3)w(t) t_w(t)
(f(x(t)) min
Hf)dt< +1;
(iii)Z+1
t0t2(t)w(t)krf(x(t))k2dt< +1:
Proof Take(t) =
(t)2; (t) =1
(t); (t)0;and
c(t)2=1
( 1)2t
b(t)
tb(t) (t) t_(t)
: (16)
This formula for c(t) will appear naturally during the calculation. Note that the
condition (G2) ensures that the second member of the above expression is positive,
which makes sense to think of it as a square. Let us verify that the conditions ( i)
and (iv);(v);(vi);(vii) are satised. This is a direct consequence of the formula
(10) and the condition ( G2):Inertial dynamics with Hessian damping and time rescaling 13
(i)d
dt() b=d
dt b=1
1 d
dt(t) tb=t
1
_+
t b
0.
(iv)d
dt() +(
)+=_ + 1
=_ + 1
= 0.
(v) Since21 and1, we haved
dt(2+) = 0.
(vi)_+ 2(
)= 2 _ + 2(
2) = 2 ( _ + 1
) = 0.
(vii)_+ 2 _ b
= 2 (_ + ( _ b) ) = 2 2(_ b+
t)0:
Let's go to the conditions ( ii) and (iii). The condition ( iii) gives the formula (16)
forc(t). Then replacing c(t)2by this value in ( ii) gives the condition ( G3). Note
then thatb(t)c(t)2=1
( 1)2t2!(t), which gives the convergence rate of the values
f(x(t)) min
Hf=O1
t2w(t)
:
Let us consider the integral estimate for the values. According to the denition
(16) forc2band the denition of w, we have
b d
dt
c2b+
=1
1tb d
dt1
1t2w(t) +1
1t
=t
( 1)2
( 1)b 2w t_w ( 1)(_+
t)
=t
( 1)2
( 3)w t_w
:
According to Theorem 1 ( ii)
Z+1
t0t
( 3)w(t) t_w(t)
(f(x(t)) min
Hf)dt< +1:
Moreover, since 2= 1, the formula giving the weighting coecient q(t) in the
integral formula simplies, and we get
q(t) =(t)(t)(t) _(t)(t)
2(t)+b(t)
(t) _(t)
(t)!
=(t)
(t)
(t)_
(t) +b(t)
(t) _(t)
(t)
=(t)
(t)2!(t):
According to Theorem 1 ( iii)
Z+1
t0t2(t)w(t)krf(x(t))k2dt< +1
which gives the announced convergence rates. u t
Remark 2 Take= 0. Then, according to the denition (15) of w, we havew=b,
and the conditions of Theorem 3 reduce to
t_b(t) (3 )b(t)0 fort2[t0;+1[:14 Hedy ATTOUCH et al.
We recover the condition introduced in [12, Corollary 3.4]. Under this condition,
each solution trajectory xof
(IGS)=t;0;b x(t) +
t_x(t) +b(t)rf(x(t)) = 0;
satises
f(x(t)) min
Hf=O1
t2b(t)
ast!+1:
3.3 The case
(t) =
t,constant
Due to its practical importance, consider the case
(t) =
t,(t)whereis a
xed positive constant. In this case, the dynamic (IGS)
;;bis written as follows
x(t) +
t_x(t) +r2f(x(t)) _x(t) +b(t)rf(x(t)) = 0: (17)
The set of conditions ( G2), (G3) boils down to: for tt0
(G2)b(t)>
t;
(G3)t_w(t)( 3)w(t);
wherew(t) =b(t)
t. Therefore, b() must satisfy the dierential inequality
td
dt
b(t)
t
( 3)
b(t)
t
:
Equivalently
td
dtb(t) ( 3)b(t) +( 2)1
t0:
Let us integrate this linear dierential equation. Set b(t) =k(t)t 3wherek() is
an auxiliary function to determine. We obtain
d
dt
k(t)
t 2
0;
which gives k(t) =
t 2+d(t) withd() nonincreasing. Finally, b(t) =
t+d(t)t 3;
withd() a nonincreasing function to be chosen arbitrarily. In summary, we get
the following result:
Proposition 1 Letx: [t0;+1[!H be a solution trajectory of
x(t) +
t_x(t) +r2f(x(t)) _x(t) +
t+d(t)t 3
rf(x(t)) = 0 (18)
whered()is a nonincreasing positive function. Then, the following properties are sat-
ised:
(i)f(x(t)) min
Hf=O1
t 1d(t)
ast!+1;
(ii)Z+1
t0 _d(t)t 1(f(x(t)) inf
Hf)dt< +1:
(iii)Z+1
t0t 1d(t)krf(x(t))k2dt< +1:
Proof According to the denition of w(t) andb(t), we have the equalities
t2w(t) =t2
b(t)
t
=t2d(t)t 3=t 1d(t). Then apply Theorem 3. u tInertial dynamics with Hessian damping and time rescaling 15
3.4 Particular cases
According to Theorem 3 and Proposition 1, let us discuss the role and the impor-
tance of the scaling coecient b(t) in front of the gradient term.
a)The rst inertial dynamic system based on the Nesterov method, and which
includes a damping term driven by the Hessian, was considered by Attouch, Pey-
pouquet, and Redont in [17]. This corresponds to b(t)1, which gives:
x(t) +
t_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0:
In this case, we have w(t) = 1
t, and we immediately get that ( G2), (G3) are
satised by taking >3 andt> . This corresponds to take d(t) =1
t 3
t 2,
which is nonincreasing when t 2
3.
Corollary 1 [17, Theorem 1.10, Proposition 1.11] Suppose that >3and >0.
Letx: [t0;+1[!H be a solution trajectory of
x(t) +
t_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0: (19)
Then,
(i)f(x(t)) min
Hf=O1
t2
ast!+1;
(ii)Z+1
t0t(f(x(t)) inf
Hf)dt< +1;
(iii)Z+1
t0t2krf(x(t))k2dt< +1:
b)Another important situation is obtained by taking d(t) =1
t 3. This is the
limiting case where the following two properties are satised: d() is nonincreasing,
and the coecient of rf(x(t)) is bounded. This oers the possibility of obtaining
similar results for the explicit temporal discretized dynamics, that is to say the
gradient algorithms. Precisely, we obtain the dynamic system considered by Shi,
Du, Jordan, and Su in [30], and Attouch, Chbani, Fadili, and Riahi in [8].
Corollary 2 [8, Theorem 3], [30, Theorem 5]
Suppose that 3. Letx: [t0;+1[!H be a solution trajectory of
x(t) +
t_x(t) +r2f(x(t)) _x(t) +
1 +
t
rf(x(t)) = 0 (20)
Then, the conclusions of Theorem 3are satised:
(i)f(x(t)) min
Hf=O1
t2
ast!+1;
(ii)When>3;Z+1
t0t(f(x(t)) inf
Hf)dt< +1:
(iii)Z+1
t0t2krf(x(t))k2dt< +1:16 Hedy ATTOUCH et al.
Note that (20) has a slight advantage over (19): the growth conditions are valid
fort>0, while for (19) one has to take t> . Accordingly, the estimates involve
the quantity1
t2instead of1
t2(1
t).
c)Taked(t) =1
tswiths >0. According to Proposition 1, for any solution
trajectory x: [t0;+1[!H of
x(t) +
t_x(t) +r2f(x(t)) _x(t) +
t+t 3 s
rf(x(t)) = 0 (21)
we have:
(i)f(x(t)) min
Hf=O1
t 1 s
ast!+1;
(ii)Z+1
t0t s 2(f(x(t)) inf
Hf)dt< +1;Z+1
t0t s 1krf(x(t))k2dt< +1:
4 Results based on the function p
In this section, we examine another set of growth conditions for the damping
and rescaling parameters that guarantee the existence of solutions to the system
(i) (vii) of Theorem 1. In the following theorems, the Lyapunov analysis and the
convergence rates are formulated using the function p
: [t0;+1[!R+dened by
p
(t) := expZt
t0
(s)ds
:
In Theorems 2 and 3, in line with the previous articles devoted to these questions
(see [4], [7], [12]), the convergence rate of the values was formulated using the
function
(t) =p
(t)R+1
t1
p
(s)ds. In fact, each of the two functions p
and
captures the properties of the viscous damping coecient
(), but their growths
are signicantly dierent. To illustrate this, in the model case
(t) =
t, > 1,
we havep
(t) = t
t0, while
(t) =t
1. Therefore, p
grows faster than
ast!+1, and we can expect to get better convergence rates when formulating
them using p
. Moreover, p
makes sense and allows to analyze the case 1,
while
does not. Thus, we will see that the approach based on p
provides results
that cannot be captured by the approach based on
. To illustrate this, we start
with a simple situation, then we consider the general case.
4.1 A model situation
Consider the system
(IGS)
;0;b x(t) +
(t) _x(t) +b(t)rf(x(t)) = 0
with
(t) =
0(t) +1
p0(t)and p 0(t) = expZt
t0
0(s)ds
:
Choose
0; c(t) = p 0(t); (t) =1
p0(t); (t) = p 0(t)2:Inertial dynamics with Hessian damping and time rescaling 17
According to _ p0(t) =
0(t)p0(t), we can easily verify that the conditions ( i);(iii)
(vii) of Theorem 1 are satised, and ( ii) becomesd
dt p0(t)2b(t)
p0(t)b(t)0:
Then, a direct application of Theorem 1 gives the following result.
Theorem 4 Suppose that for all tt0
p0(t)_b(t) +
2
0(t)p0(t) 1
b(t)0: (22)
Letx: [t0;+1[!H be a solution trajectory of (IGS)
;0;b. Then, ast!+1
f(x(t)) min
Hf=O1
p0(t)2b(t)
: (23)
Moreover,R+1
t0p0(t)
1 (2
0(t)p0(t)) p0(t)_b(t)
(f(x(t)) minHf)dt< +1:
Remark 3 Let us rewrite the linear dierential inequality (22) as follows:
_b(t)
b(t)1
p0(t) 2_ p0(t)
p0(t):
A solution corresponding to equality is b(t) = p 0(t) 2exphZt
t01
p0(s)
dsi
.
In the case
0(t)(t) =
t, 0<< 1,t0= 1, we have p 0(t) =t;which gives
b(t) =t 2expht1 1
1 i
:
Therefore, for 0 << 1;and for this choice of b, (23) gives
f(x(t)) min
Hf=O1
exph
t1
1 i
: (24)
Thus, we obtain an exponential convergence rate in a situation that cannot be
covered by the
approach.
4.2 The general case, with the Hessian-driven damping
Theorem 5 Letf:H!Rbe a convex function of class C1such that argminHf6=;.
Suppose that
();()areC1functions and b()is aC2function which is nondecreasing.
Suppose that randmare positive parameters which satisfy 0<r1
3and2rm
1 r. Suppose that the following growth conditions are satised: for tt0
(H1)0(t)0;
(H2)0(t) 2(t) (m+r)
(t)
1
2_0(t) +
m (1 r)
(t)2(t)0;
(H3)b(t) _(t) +(t)
(t)
(t)
0;
(H4)d
dt
(w+)
(t) (t)b(t)(t)0:18 Hedy ATTOUCH et al.
where
0(t) := (1 2(r+m))
(t) +(t)
(t) _(t); (25)
(t) :=m
(t) +1
3_b(t)
b(t): (26)
w(t) =b(t) _(t) +(t)(t) + (1 2r 2m)
(t)(t): (27)
Then, for each solution trajectory of x: [t0;+1[!H of(IGS)
;;b, we have,
(i)f(x(t)) min
Hf=O
1
p
(t)2rw(t)b(t) 2
3!
ast!+1 (28)
(ii)Z+1
t0p2r
(t)(t)
f(x(t)) inf
Hf
dt< +1; (29)
(iii)Z+1
t0
p2r
(t)b1
3(t)(t) d
dt
p2r
b 2
32(t)
krf(x(t))k2dt< +1:(30)
Here(t) :=
3(t) 2(r+m)
(t)
w(t) _w(t) 2(1 r m)
(t).
Proof According to Theorem 1, it suces to show that, under the hypothesis
(H1) (H4);there exists c;;; which satisfy the conditions ( i) (vii) of Theorem
1. To perform the corresponding derivative calculation, let's start by establishing
some preliminary results.
lnp
(t) =Rt
t0
(s)ds, which by derivation gives_p
p
=
, that is to say _ p
=
p
:
According to the denition of ,
d
dt
p2r
b 2
3
= 2p2r
b 2
3
r
1
3_b
b
(31)
= 2((r+m)
): (32)
Let us show that the following choice of the unknown parameters c;;; satises
the conditions ( i) (vii) of Theorem 1:
:=p2r
b 2
3; :=m
+1
3_b
b; :=0;
and
c2b:=w:=
b _++ (1 2r 2m)
; (33)
where0has been dened in (25). We underline that under condition ( H3);
c2b=
b _+
|{z}
0+2 (1 r m)|{z}
0
0:
Also, according to (32), we have _= 2 (r+m)
:Inertial dynamics with Hessian damping and time rescaling 19
(i)d
dt() b=_+(_+_) b
=h
_+ 2
(r+m)
+_ bi
because _= 2((r+m)
)
=
0 (b _+
)
:
(34)
Sincebis nondecreasing, then 0;so by (H1) and (H3);we get
d
dt() b=
0 (b _+
)|{z}
0
0
(ii) According to the derivation chain rule and ( H4), we conclude that
d
dt
c2b
+d
dt() b=d
dt(w)+d
dt() b
=d
dt(w+) b0:
(iii)b(c2 ) +(
) +d
dt() = 0 results from (33).
(iv) According to the derivation chain rule, (31), and the denition of
d
dt() +(
)+=_+_+(
)+
= 2 (r+m)
+_+(
)+
=
_ (1 2r 2m)
+
+:
For this quantity to be equal to zero, we therefore take =0, where0is
dened in (26).
(v) According to our choice =0, we have
(v)()d
dt
(2+0)
0:
Let's compute this quantity. According to the derivation chain rule and (32)
d
dt
(2+0)
=
_0+_(2+0) + 2_
= 21
2_0+ (2+0)((r+m)
)+ _
= 21
2_0+0 (r+m)
2+
0+ (r+m)
+ _
:
By denition of 0, we have0+ _=
(1 2(r+m))
+
. Therefore
d
dt
(2+0)
= 21
2_0+0((r+m)
2)+
2(1 (r+m))
:
So, (v) is satised under the condition
1
2_0+0 (r+m)
2+
2 1 (r+m)
0;
which is precisely ( H2).20 Hedy ATTOUCH et al.
(vi) Let's compute
_+ 2(
)= 2
r
1
3_b
b+ (m 1)
+1
3_b
b
= 2(r+m 1)
:
According to the assumption m1 r, this quantity is less or equal than zero.
We have (vii)()(_+ 2( _ b))0:
According to condition H3and the assumption m1 r;we conclude
_+ 2( _ b)= 2
(r+m)
b
= 2h
(b _+
)|{z}
0
(1 r m)|{z}
0i
0:
So, (vii) is satised
According to Theorem 1, we obtain (28)-(29)-(30) which completes the proof. u t
4.3 The case without the Hessian
Let us specialize the previous results in the case = 0, i.e.without the Hessian:
(IGS)
;0;b x(t) +
(t) _x(t) +b(t)rf(x(t)) = 0:
Theorem 6 Suppose that the conditions (H1)and(H2)of Theorem 5are satised.
Then, for each solution trajectory x: [t0;+1[!H of(IGS)
;0;b, we have, as t!+1
f(x(t)) min
Hf=O
1
p
(t)2rb(t)1
3!
: (35)
Moreover, when m> 2r
Z+1
t0p
(t)2rb(t)1
3
(t)
f(x(t)) inf
Hf
dt< +1: (36)
Proof Conditions (H1) and (H2) in Theorem 5 remain unchanged since they are
independent of . We just need to verify ( H4), because (H3) is written b(t)0
and becomes obvious. Since = 0, we have (H4)()d
dt
b
(t) (t)b(t)(t)0:
According to
d
dt
b
(t) (t)b(t)(t) =_(t)b(t) +(t)_b(t) (t)b(t)
m
+_b(t)
3b(t)
=b(t)1=3
d
dt
(t)b(t)2=3
m
(t)
(t)b(t)2=3
=b(t)1=3
d
dt
p
(t)2r
m
(t)
p
(t)2r
= (2r m)
(t)b(t)1=3p
(t)2r0 since 2rm;
we conclude that ( H4) holds, which completes the proof. u t
Next, we show that the condition ( H2) on the coecients
() andb() can be
formulated in simpler form which is useful in practice.Inertial dynamics with Hessian damping and time rescaling 21
Theorem 7 The conclusions of Theorem 6remain true when we replace (H2)by
(H+
2)(t)
(t) (r+m)
(t) 2(t) + 1 2(r+m)
(t)+1
2(t)0,
and assume moreover that b()is log-concave, i.e.,d2
dt2(ln(b(t)))0.
Proof According to Theorem 6, it suces to show that ( H2) is satised under the
hypothesis (H+
2). By denition of , we have
2(t) (m+r)
(t)=
(m r)
(t) +2
3_b(t)
b(t)
:
So (H2) can be written equivalently as A0, where
A=:0(t)
(m r)
(t) +2
3_b(t)
b(t)
1
2_0(t) +
m+r 1
(t)2(t): (37)
A calculation similar to the one above gives
0(t) =
(1 2r m)
(t) m
(t) +(t)
(t) _(t);
=
(1 2r m)
(t) +1
3_b(t)
b(t)
(t) _(t): (38)
In (37), let's replace 0() by its formulation (38), we obtain
A=1
2d2
dt2(t) 1
2d
dt
(t)
(1 2r m)
(t) +1
3_b(t)
b(t)
_(t)
(m r)
(t) +2
3_b(t)
b(t)
+
m+r 1
(t)2(t)
+
(m r)
(t) +2
3_b(t)
b(t)
(1 2r m)
(t) +1
3_b(t)
b(t)
(t):
Set
B:=
m+r 1
(t)2(t) +
(m r)
(t) +2
3_b(t)
b(t)
(1 2r m)
(t) +1
3_b(t)
b(t)
(t);
then we have (by omitting the variable tto shorten the formulas)
B=h
(m+r 1)
+
(m r)
(t) +2
3_b
b
(1 2r m)
+1
3_b
bi
=h
(m+r 1)
+
r
+1
3_b
b+
(1 2r)
+2
3_b
b i
=h
(m+r 1)
2+
( m+ 1 r)+2+
r
+1
3_b
b
(1 2r)
+2
3_b
bi
=
r
+1
3_b
b
(1 2r)
+2
3_b
b
:
ReplacingBinA, we obtain
A=(t)
(t) (m+r)
(t)
2(t) + (1 2(m+r))
(t)
+1
2d2
dt2(t) +C(t) (39)22 Hedy ATTOUCH et al.
where
C(t) := _(t)
(m r)
(t) +2
3_b(t)
b(t)
1
2d
dt
(t)
(1 2r m)
(t) +1
3_b(t)
b(t)
:
Let us show that C(t) is nonnegative. After replacing (t) by its value m
(t)+1
3_b(t)
b(t),
and developing, we get
C(t) = m_
(t)
(t)(1 3r) 1
6(4m 2r+ 1)_
(t)_b(t)
b(t)
1
6d2
dt2(ln(b(t)))
(1 + 2(m 2r))
(t) + 2_b(t)
b(t)
:
By assumption, m 2r0, 1 3r0,
() is nonincreasing, b() is nondecreasing,
andd2
dt2(ln(b(t)))0. We conclude that C(t)0. According to (39), we obtain
A(t)
(t) (m+r)
(t)
2(t) + (1 2(m+r))
(t)
+1
2d2
dt2(t):
The condition (H+
2) expresses that the second member of the above inequality is
nonnegative. Therefore ( H+
2) implies (H2), which gives the claim. u t
4.4 Comparing the two approaches
As we have already underlined, Theorems 2 and 7 are based on the Lyapunov
analysis of the dynamic (IGS)
;0;busing the functions
andp
, respectively. As
such, they lead to signicantly dierent growth conditions on the coecients of
the dynamic. Precisely, using the following example, we will show that Theorem
7 better captures the case where bhas an exponential growth. Take
b(t) =etqand
(t) =
t1 qwith=q> 0; q2(0;1):
a)First, let us show that the condition ( H+
2) of Theorem 7 is satised. We have
1
2(t) +(t)
(t) (m+r)
(t)
2(t) + (1 2(m+r))
(t)
= (q)3
m+1
31
3 r5
3 2r1
t3 3q+1
2q
m+1
3
(1 q)(2 q)1
t3 q
which is nonnegative because of the hypothesis r1
3andq<1.
b)Let us now examine the growth condition used in Theorem 2:
(t)_b(t)b(t)
3 2
(t) (t)
where (t) :=p(t)Z+1
tds
p(s): (40)
Herept) =e(tq tq
0). Therefore (t) =etqZ+1
te sq
ds, which gives
(t)_b(t) b(t)
3 2
(t) (t)
= 3etq
qtq 1etqZ+1
te sq
ds 1
:Inertial dynamics with Hessian damping and time rescaling 23
Let us analyze the sign of the above quantity, which is the same as
D(t) :=qtq 1etqZ+1
te sq
ds 1
= qtq 1etqZ+1
td
ds
e sq1
qs1 qds 1
After integration by parts, we get
D(t) :=1
q 1
+1 q
qtq 1etqZ+1
te sq1
sqds>1
q 1
>0:
Therefore, the condition (40) is not satised.
5 Illustration of the results
Let us particularize our results in some important special cases, and compare them
with the existing litterature. We do not detail the proofs which result from the
direct applications of the previous theorems and the classical dierential calculus.
5.1 The case b(t) =p(t)3p0.
Recall that p(t) = expZt
t0
(s)ds
. We start with results in [7] concerning the
rate of convergence of values in the case b(t) =c0p(t)3p0withp00 andc00.
In this case, the system (IGS)
;0;bbecomes:
x(t) +
(t) _x(t) +c0exp
3p0Zt
t0
(s)ds
rf(x(t) = 0: (41)
Observe that_b(t)
3b(t)=p0
(t) and0(t) = (m+p0) (1 2r m+p0)
2(t) _
(t).
Therefore, conditions ( H1) and (H2) of Theorem 6 become after simplication:
(H1) [(p0 r) + (1 r m)]
2(t) _
(t)0;
(H2) 2(p0 r)(1 + 2(p0 r))
3(t) 2(1 + 3(p0 r))
(t)_
(t) +
(t)0.
Sincem1 r, instead of (H1), it suces to verify
(H+
1)
p0 r
2(t) _
(t)0.
Theorem 8 Let
: [t0;+1)!R+be a nonincreasing and twice continuously dier-
entiable function. Suppose that there exists r2(0;1
3
such that
(t)2min(0;p0 r)2
3(t)on[t0;+1): (42)
Then, for each solution trajectory x()of(41), we have as t!+1
f(x(t)) min
Hf=O1
p(t)2r+p0
: (43)24 Hedy ATTOUCH et al.
Proof To prove the claim, we use Theorem 5 and distinguish two cases:
?Supposep r0, then (42) implies
(t)0, and since
is a nonincreasing,
we also have _
(t)0; thus both conditions ( H+
1) and (H2) are satised.
?Supposep r<0, then (42) becomes
(t)(2p r)2
3(t) on [t0;+1): (44)
Since
() is a positive and nonincreasing, lim t!+1
(t) =`exists and is equal to
zero. Otherwise, by integrating (44) on [ t0;t] fort>t 0, we would have
_
(t) _
(t0)2(p r)2Zt
t0
(s)3ds2(p r)2`3(t t0):
This in turn gives lim t!+1_
(t) = +1, which implies lim t!+1
(t) = +1, that is
a contradiction. Then, multiply (44) by _
(t). Since
() is nonincreasing, we obtain
(t)_
(t)2(p r)2
3(t)_
(t)()1
2d
dt(_
(t)2)(p r)2
2d
dt(
4(t)):
By integrating this inequality from ttoT >t , we get
_
(T)2 _
(t)2(p r)2(
4(T)
4(t));
LettingT!+1;and using lim T!+1
(T) = 0, we obtain _
2(t)(p r)2
4(t);
which is equivalent to j_
(t)jjp lj
2(t):Since _
(t)0 andp < r , this gives
_
(t)(r p)
2(t);8t>t 0, that is (H+
1):We have
[(p r) + (1 r m)]
2(t) _
(t)
= 2(p r)2
3(t) +
(t)|{z}
0 by (44)+2 (1 3r+ 3p)|{z}
0 sincep<r
(t) (p r)
2(t) _
(t)|{z}
0 by (H+
1)
0:
Therefore, (H+
1) and (H2) are satised. Applying Theorem 5, we conclude. u t
As a particular case of Theorem 8, with p0= 0, we obtain the following result.
Theorem 9 [7, Theorem 2.1] Let
()be a nonncreasing function of class C2, and
x()a solution trajectory of
x(t) +
(t) _x(t) +c0rf(x(t) = 0: (45)
Suppose that
(Hr;
)9r>0such that 2r2
3(t) +
(t)0fortlarge enough.
Then,f(x(t)) minHf=O
e 2 min(r;1
3)Rt
t0
(s)ds
ast!+1.
Remark 4 The case
(t) =1
t(lnt), for 01, was developed in [7]. In that case
condition (H3;
) writes as
2(lnt)2+ 3lnt+(+ 1)2r2(lnt)2(1 );
which is satised for any r1 and any te.Inertial dynamics with Hessian damping and time rescaling 25
{If= 1, thenp(t) = expZt
t01
s(lns)ds
= exp Zlnt
lnt0du
x!
=lnt
lnt0;
and forr=1
3, we getf(x(t)) minHf=O
1
(lnt)2
3
:
{If 0<1, thenp(t) = exp Zlnt
lnt01
udu!
= exp
1
1 (lnt)1 (lnt0)1
;
and, forr=1
3, we also get f(x(t)) minHf=O
1
exp
2
3(1 )(lnt)1
:
5.2 The case b(t) =c0tqand
(t) =
t.
Whenb(t) =c0tqand
(t) =
twhere > 0 andq0, we rst observe that
p(t) = expRt
t0
(s)ds
= t
t0:The second-order continuous system becomes:
x(t) +
t_x(t) +c0tqrf(x(t)) = 0: (46)
Applying Theorem 8, we obtain the following new result.
Theorem 10 Letx()be a solution trajectory of (46) with>1andq0. Suppose
that1<3 +q. Then,
f(x(t)) min
Hf=O1
t2+q
3
;ast!+1: (47)
Remark 5 Takingq= 0, a direct application of the above result covers the results
obtained in [9,32] (case 3), and in [3,10], (case 3). It suces to take
(t) =
tandr=1
. More precisely, we get :
{if 0<3 thenf(x(t)) minHf=O(t 2
3),
{if>3 thenf(x(t)) minHf=O(1
t2).
5.3 The case b(t) =etqand
(t) =
t1 q.
Suppose that 0;0q1 and>0. This will allow us to obtain the following
exponential convergence rate of the values.
Theorem 11 Letx: [t0;+1[ !H be a solution trajectory of
x(t) +
t1 q_x(t) +etq
rf(x(t)) = 0: (48)
Suppose that q, then, ast!+1
f(x(t)) min
Hf=O
e 2+q
3tq
:26 Hedy ATTOUCH et al.
Remark 6 a) Forq== 0, (48) reduces to the system initiated in [32], i.e.
x(t) +
t_x(t) +rf(x(t)) = 0:
Just assuming >0, we obtain lim
t!+1
f(x(t)) min
Hf
= 0.
b) Forq=1
2we get
{If, thenf(x(t)) minHf=O
e 2(2+)
3)p
t
:
{If, thenf(x(t)) minHf=O
e 2p
t
:
c) Forq= 1, direct application of Theorem 11 gives:
Corollary 3 (Linear convergence) Letx: [t0;+1[!H be a solution trajectory of
x(t) +_x(t) +etrf(x(t)) = 0: (49)
If;thenf(x(t)) minHf=O
e 2+
3t
:
Let us illustrate these results. Take f(x1;x2) :=1
2
x2
1+x2
2
ln(x1x2), which is a
strongly convex function. Trajectories of
x(t) +_x(t) +etrf(x(t)) +cetr2f(x(t)) _x(t) = 0;
corresponding to dierent values of the parameters ,,, andc, are plotted in
Figure 12. The parameter cshows the importance of the Hessian-damping.
Fig. 1 Evolution of f(x(t)) minffor solutions of (49), (50), and f(x1;x2) =1
2
x2
1+x2
2
ln(x1x2).
2From Scilab version 6.1.0 http://www.scilab.org as an open source softwareInertial dynamics with Hessian damping and time rescaling 27
(t)(t)b(t) f(x(t)) minf Reference
Cte 0 1 O
t 1
(1964) [29]
Cte Cte 1 O
t 1
(2002) [2]
=t 0 1O
t 2
3
if 0<3
O
t 2
if3(2019) [10]
(2014) [32]
=t Cte 1O
t 2
if3;> 0 (2016) [17]
(t) 0b(t)O
p(t)R+1
t(p(s)) 1ds 2
(b(t)) 1
wherep(t) := expRt
t0
(s)ds (2019) [10]
=t(t)b(t)O
t2b(t) _(t) (t)
t 1!
(2020) [8]
Fig. 2 Convergence rate of f(x(t)) minffor instances of Theorem 1 and general f.
5.4 Numerical comparison
Figure 2 summarizes our convergence results, according to the behavior of the
parameters
(t),(t),b(t). Let's comment on them and compare them, separately
considering fto be strongly convex or not.
5.4.1 Strongly convex case
Suppose that fiss-strongly convex. Following Polyak's [29], the system
x(t) + 2ps_x(t) +rf(x(t)) = 0 (50)
provides the linear convergence rate f(x(t)) infHfCe pst, see also [31, The-
orem 2.2]. In the presence of an additional Hessian-driven damping term
x(t) + 2ps_x(t) +r2f(x(t)) _x(t) +rf(x(t)) = 0 (0) (51)
a related linear rate of convergence can be found in [8, Theorem 7]. Let us insist
on the fact that, in Corollary 3, we obtain a linear convergence rate for a general
convex dierentiable function f. In Figure 1, for the strongly convex function
f(x1;x2) =1
2
x2
1+x2
2
ln(x1x2);we can observe that some values of give a
better speed of convergence of f(x(t)) minf. We can also note that for correctly
set, the system (49) provides a better linear convergence rate than the system (50).
5.4.2 Non-strongly convex case
We illustrate our results on the following simple example of a non strongly convex
minimization problem, with non unique solutions.
min
R2f(x1;x2) =1
2(x1+ 103x2)2: (52)
From Figure 3 we get the following properties:
a) The convergence rate of the values is in accordance with Figure 2.
b) The system (49) is best for its linear convergence of values.
c) The Hessian-driven damping reduces the oscillations of the trajectories.28 Hedy ATTOUCH et al.
Fig. 3 Evolution of f(x(t)) minffor systems in Figure 2, and f(x1;x2) =1
2
x2
1+ 103x2
2
.
6 Conclusion, perspectives
Our study is one of the rst works to simultaneously consider the combination of
three basic techniques for the design of fast converging inertial dynamics in con-
vex optimization: general viscous damping (and especially asymptotic vanishing
damping in relation to the Nesterov accelerated gradient method), Hessian-driven
damping which has a spectacular eect on the reduction of the oscillatory aspects
(especially for ill-conditionned minimization problems), and temporal rescaling.
We have introduced a system of equations-inequations whose solutions provide
the coecients of a general Lyapunov functions for these dynamics. We have been
able to encompass most of the existing results and nd new solutions for this sys-
tem, thus providing new Lyapunov functions. Also, we have been able to explain
the mysterious coecients which have been used in recent algorithmic develope-
ments, and which were just justied until now by the simplication of complicated
calculations. Finally, by playing on fast rescaling methods, we have obtained linear
convergence results for general convex functions. This work provides a basis for
the development of corresponding algorithmic results.
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1604.02998v1.All_Optical_Study_of_Tunable_Ultrafast_Spin_Dynamics_in__Co_Pd__NiFe_Systems__The_Role_of_Spin_Twist_Structure_on_Gilbert_Damping.pdf | All-Optical Study of Tunable Ultrafast Spin Dynamics in [Co/Pd]-NiFe Systems: The
Role of Spin-Twist Structure on Gilbert Damping
Chandrima Banerjee,1Semanti Pal,1Martina Ahlberg,2T. N.
Anh Nguyen,3, 4Johan Akerman,2, 4and Anjan Barman1,
1Department of Condensed Matter Physics and Material Sciences,
S. N. Bose National Centre for Basic Sciences, Block JD, Sec. III, Salt Lake, Kolkata 700 098, India
2Department of Physics, University of Gothenburg, 412 96, Gothenburg, Sweden
3Laboratory of Magnetism and Superconductivity,
Institute of Materials Science, Vietnam Academy of Science and Technology,
18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam.
4Department of Materials and Nano Physics, School of Information and Communication Technology,
KTH Royal Institute of Technology, Electrum 229, SE-16440 Kista, Sweden
(Dated: April 12, 2016)
We investigate optically induced ultrafast magnetization dynamics in [Co(0.5 nm)/Pd(1
nm)] 5/NiFe( t) exchange-spring samples with tilted perpendicular magnetic anisotropy using a time-
resolved magneto-optical Kerr eect magnetometer. The competition between the out-of-plane
anisotropy of the hard layer, the in-plane anisotropy of the soft layer and the applied bias eld reor-
ganizes the spins in the soft layer, which are modied further with the variation in t. The spin-wave
spectrum, the ultrafast demagnetization time, and the extracted damping coecient all depend on
the spin distribution in the soft layer, while the latter two also depend on the spin-orbit coupling
between the Co and Pd layers. The spin-wave spectra change from multimode to single-mode as t
increases. At the maximum eld reached in this study, H=2.5 kOe, the damping shows a nonmono-
tonic dependence on twith a minimum at t= 7.5 nm. For t<7.5 nm, intrinsic eects dominate,
whereas for t>7.5 nm, extrinsic eects govern the damping mechanisms.
I. INTRODUCTION
Nonuniform magnetic structures, including exchange
bias (ferromagnet/antiferromagnet)3,24and exchange-
spring (ferromagnet/ferromagnet)5{8systems, have
recently been explored extensively on account of their
intrinsic advantages for applications in both permanent
magnets and recording media. Exchange-spring (ES)
magnets are systems of exchanged-coupled hard and soft
magnetic layers that behave as a single magnet. Here,
the high saturation magnetization ( Ms) of the soft phase
and the high anisotropy ( Hk) of the hard phase result in
a large increase in the maximum energy product. This
makes them useful as permanent magnets in energy ap-
plications such as engines or generators in miniaturized
devices. On the other hand, for spintronic applications,
the soft phase is used to improve the writability of
the magnetic media, which in turn is stabilized by the
magnetic conguration of the hard layer. Consequently,
a wealth of research has been devoted to investigating
the static and dynamic magnetic properties, including
the switching behavior and exchange coupling strength,
in ES systems.
In case of ES systems with tilted anisotropy, the hard
and soft phases consist of materials with out-of-plane
(OOP) and in-plane (IP) anisotropies, respectively. This
combination results in a canting of the magnetization
of the soft layer with a wide and tunable range of tilt
angles. The advantage of such a hybrid anisotropy sys-
tem is that it is neither plagued by the poor writability
and thermal instability of systems with IP anisotropy,
nor does it lead to very high switching elds, as in OOPsystems. As a result, these materials provide additional
degrees of freedom to control the magnetization dynam-
ics in magnetic nanostructures, and hint at potential
applications in novel spintronic devices utilizing the
spin-transfer torque (STT) eect|such as spin-torque
oscillators (STOs)25,26and STT-MRAMs.
So far, numerous studies have been performed on
such systems where the exchange coupling between
the hard and soft layers has been tailored by varying
the layer thickness,12,13layer composition,19number
of repeats,15and interfacial anisotropy.13The litera-
ture describes investigations of domain structure and
other static magnetic properties for [Co/Pd]/Co,14
[Co/Pd]/NiFe,12,14,19,21[Co/Pd]/CoFeB,14,15,20
[Co/Pd]-Co-Pd-NiFe,13[Co/Ni]/NiFe,4and CoCrPt-
Ni11|these systems being studied with static mag-
netometry, magnetic force microscopy (MFM), and
micromagnetic simulations. The magnetization dy-
namics in such systems have also been measured using
Brillouin light scattering (BLS)19,20and ferromagnetic
resonance (FMR)21experiments, where the spin-wave
(SW) modes have been investigated by varying the thick-
ness of the soft layer and changing the conguration of
the hard layer. In any process involving magnetization
dynamics, the Gilbert damping constant ( ) plays a key
role in optimizing writing speeds and controlling power
consumption. For example, in case of STT-MRAM
and magnonic devices, low facilitates a lower writing
current and the longer propagation of SWs, whereas a
higheris desirable for increasing the reversal rates and
the coherent reversal of magnetic elements, which are
required for data storage devices.arXiv:1604.02998v1 [cond-mat.mtrl-sci] 11 Apr 20162
46810121416350400450500
)sf( emit noitazitengameDt (nm)(d)(a)
-202 600 1200 1800-2-10
Kerr rotation (a rb. unit)
Time (ps)(b)0 10 20 30
Power (arb. unit)
Frequency (GHz)(c)
(b)
-202 60012001800-2-10Kerrrotation(arb.unit)
Time(ps)
Figure 1. (color online) (a) Schematic of the two-color pump-
probe measurement of the time-resolved magnetization dy-
namics of exchange-spring systems. The bias eld is applied
with a small angle to the normal of the sample plane. (b)
Typical time-resolved Kerr rotation data revealing ultrafast
demagnetization, fast and slow relaxations, and precession
of magnetization for the exchange-spring system with t=
7.5 nm at H= 2.5 kOe. (c) FFT spectrum of the background-
subtracted time-resolved Kerr rotation. (d) Variation of de-
magnetization time with t.
In this paper, we present all-optical excitation and de-
tection of magnetization dynamics in [Co(0.5 nm)/Pd(1
nm)] 5/NiFe( t) tilted anisotropy ES systems, with varying
soft layer thickness ( t), using a time-resolved magneto-
optical Kerr eect (TR-MOKE) magnetometer. The dy-
namical magnetic behavior of similar systems has previ-
ously been studied using BLS19and FMR21measure-
ments. However, a detailed study of the precessional
magnetization dynamics and relaxation processes in such
composite hard/soft systems is yet to be carried out.
The advantage of implementing TR-MOKE is that here
the magnetization dynamics can be measured on dier-
ent time scales and the damping is measured directly
in the time domain, and is therefore more reliable. We
investigate the ultrafast magnetization dynamics over pi-
cosecond and picosecond time scales. The ultrafast de-
magnetization is examined and found to change due to
the modied spin structure in the soft layer for dierent
tvalues. The extracted SW spectra are strongly depen-
dent on t. An extensive study of the damping coecient
reveals that the extrinsic contribution to the damping
is more dominant in the higher thickness regime, while
intrinsic mechanisms govern the behavior at lower thick-
nesses.II. EXPERIMENTAL DETAILS
A. Sample fabrication
The samples were fabricated using dc mag-
netron sputtering and have the following structure:
Ta(5nm)/Pd(3nm)/[Co(0.5nm)/Pd(1nm)] 5=Ni80Fe20(t)
/Ta(5nm), where t= 4{20 nm. The chamber base pres-
sure was below 3 10 8Torr, while the Ar work
pressure was 2 and 5 mTorr for the Ta, NiFe and Co,
Pd layers, respectively. The samples were deposited
at room temperature on naturally oxidized Si(100)
substrates. The 5 nm Ta seed layer was used to induce
fcc-(111) orientation in the Pd layer, which improves
the perpendicular magnetic anisotropy of the Co/Pd
multilayers; a Ta cap layer was used to avoid oxidation,
which has been reported in previous studies.12{14The
layer thicknesses are determined from the deposition
time and calibrated deposition rates.
B. Measurement technique
To investigate the precessional frequency and damp-
ing of these samples, the magnetization dynamics were
measured by using an all-optical time-resolved magneto-
optical Kerr eect (TR-MOKE) magnetometer2based on
a two-color optical pump-probe experiment. The mea-
surement geometry is shown in Fig. 1(a). The magne-
tization dynamics were excited by laser pulses of wave-
length () 400 nm (pulse width = 100 fs, repetition rate
= 80 MHz) of about 16 mJ/cm2
uence and probed by
laser pulses with = 800 nm (pulse width = 88 fs, rep-
etition rate = 80 MHz) of about 2 mJ/cm2
uence. The
pump and probe beams are focused using the same micro-
scope objective with N.A. of 0.65 in a collinear geometry.
The probe beam is tightly focused to a spot of about
800 nm on the sample surface and, as a result, the pump
becomes slightly defocused in the same plane to a spot
of about 1 m. The probe beam is carefully aligned at
the centre of the pump beam with slightly larger spot
size. Hence, the dynamic response is probed from a ho-
mogeneously excited volume. The bias eld was tilted
at around 15to the sample normal (and its projection
along the sample normal is referred to as Hin this ar-
ticle) in order to have a nite demagnetizing eld along
the direction of the pump beam. This eld is eventually
modied by the pump pulse which induces precessional
magnetization dynamics in the samples. The Kerr rota-
tion of the probe beam, back-re
ected from the sample
surface, is measured by an optical bridge detector us-
ing phase sensitive detection techniques, as a function of
the time-delay between the pump and probe beams. Fig-
ure 1(b) presents typical time-resolved Kerr rotation data
from the ES sample with t= 7.5 nm at a bias eld H=
2.5 kOe. The data shows a fast demagnetization within
500 fs and a fast remagnetization within 8 ps, followed by
a slow remagnetization within 1800 ps. The precessional3
(b)
010 20 30 0 1 2
Power (arb. unit) Kerr Rotation(arb. unit)
Frequency (GHz)4.5 nm
5.5 nm
7.5 nm
8 nm
15 nm
Time (ns)20 nm
B
A
NiFe (t = 20 nm)
Co/Pd
1 -1 Normalized Mz Co/Pd NiFe (t = 6 nm)
Co/Pd NiFe ( t = 10 nm) (a)
Figure 2. (color online) (a) Background-subtracted time-
resolved Kerr rotation and the corresponding FFT spectra
for samples with dierent tvalues at H= 2.5 kOe. The
black lines show the t according to Eq. 1. (b) Simulated
static magnetic congurations for samples with t= 20, 10,
and 6 nm with a bias eld H= 2.5 kOe in the experimental
conguration. The simulated samples are not to scale. The
color map is shown at the bottom of the gure.
dynamics appear as an oscillatory signal above the slowly
decaying part of the time-resolved Kerr rotation data.
This part was further analyzed and a fast Fourier trans-
form (FFT) was performed to extract the corresponding
SW modes, as presented in Fig. 1(c).III. RESULTS AND DISCUSSIONS
In order to closely observe the ultrafast demagnetiza-
tion and fast remagnetization, we recorded the transient
MOKE signals for delay times up to 30 ps at a resolution
of 50 fs. In Fig. 1(d), the demagnetization times are plot-
ted as a function of t. We observe that the demagnetiza-
tion is fastest in the thinnest NiFe layer ( t= 4 nm) and
increases sharply with the increase in t, becoming con-
stant at 500 fs at t= 5 nm. At t= 10 nm, it decreases
drastically to 400 fs and remains constant for further in-
creases in t. For t<5 nm, the laser beam penetrates
to the Co/Pd layer. In this regime, the large spin-orbit
coupling of Pd enhances the spin-
ip rate, resulting in a
faster demagnetization process. As tincreases, the top
NiFe layer is primarily probed. Here, the spin congura-
tion across the NiFe layer, which is further aected by the
competition between the in-plane and the out-of-plane
anisotropies of the NiFe and [Co/Pd] layers, governs the
demagnetization process. Qualitatively, ultrafast demag-
netization can be understood by direct transfer of spin
angular momentum between neighboring domains10,23.
which may be explained as follows: For t>8 nm, the
magnetization orientation in the NiFe layer varies over a
wide range of angles across the lm thickness, where the
magnetization gradually rotates from nearly perpendicu-
lar at the Co/Pd and NiFe interface to nearly parallel to
the surface plane in the topmost NiFe layer. Such a spin
structure across the NiFe layer thickness can be seen as a
network of several magnetic sublayers, where the spin ori-
entation in each sublayer deviates from that of the neigh-
boring sublayer. This canted spin structure accelerates
the spin-
ip scattering between the neighboring sublay-
ers and thus results in a shorter demagnetization time,
similar to the work reported by Vodungbo et al.23On the
other hand, for 5 nm <t<8 nm, the strong out-of-plane
anisotropy of the Co/Pd layer forces the magnetization
in the NiFe lm towards the direction perpendicular to
the surface plane, giving rise to a uniform spin structure.
The strong coupling reduces the transfer rate of spin an-
gular momentum and causes the demagnetization time
to increase.
To investigate the variation of the precessional dynamics
with t, we further recorded the time-resolved data for a
maximum duration of 2 ns at a resolution of 10 ps. Fig-
ure 2(a) shows the background-subtracted time-resolved
Kerr rotation data for dierent values of tatH=
2.5 kOe and the corresponding fast Fourier transform
(FFT) power spectra. Four distinct peaks are observed
in the power spectrum of t= 20 nm, which reduces to
two for t= 15 nm. This is probably due to the rela-
tive decrease in the nonuniformity of the magnetization
across the NiFe thickness, which agrees with the varia-
tion in the demagnetization time, as described earlier. To
conrm this, we simulated the static magnetic congura-
tions of these samples in a eld of H= 2:5 kOe using the
LLG micromagnetic simulator.18Simulations were per-
formed by discretizing the samples in arrays of cuboidal4
cells with two-dimensional periodic boundary conditions
applied within the sample plane. The simulations assume
the Co/Pd multilayer as an eective medium16with sat-
uration magnetization Ms= 690 emu/cc, exchange sti-
ness constant A= 1.3erg/cm, and anisotropy constant
Ku1= 5.8 Merg/cc along the (001) direction, while the
material parameters used for the NiFe layer were Ms=
800 emu/cc, A= 1.3erg/cm, and Ku1= 0.17The in-
terlayer exchange between Co/Pd and NiFe is set to 1.3
erg/cm and the gyromagnetic ratio
= 18.1 MHz Oe 1
is used for both layers. The Co/Pd layer was discretized
into cells of dimension 5 52 nm3and the NiFe layer
was discretized into cells of dimension 5 51 nm3.
The results are presented in Fig. 2(b) for t= 20, 10, and
6 nm samples. The nonuniform spin structure is promi-
nent in the NiFe layer of the t= 20 nm sample, which
modies the SW spectrum of this sample, giving rise to
the new modes.17With the reduction of t, the spin struc-
ture in the NiFe layer gradually becomes more uniform,
while at t= 7.5 nm it is completely uniform over the
whole thickness prole. Hence, for low values of t, the
power spectra shows a single peak due to the collective
precession of the whole stack. The variation in precession
frequency with tis plotted in Fig. 3(a). The frequency
of the most intense mode shows a slow decrease down to
t= 7.5 nm, below which it increases sharply down to the
lowest thickness t= 4.5 nm, exhibiting precessional dy-
namics. This mode is basically the uniform mode of the
system and follows Kittel's equation.9The variation in
frequency depicts the evolution of the eective anisotropy
from OOP to IP with increasing t, which is in agreement
with previously reported results.21For lower t, the sys-
tem displays an OOP easy axis, owing to the strong OOP
anisotropy of the Co/Pd multilayer. This is manifested
as a sharp increase in the frequency with decreasing t
below 7.5 nm. For greater thicknesses, the eect of the
perpendicular anisotropy of the Co/Pd multilayer gradu-
ally decreases and the eect of the in-plane NiFe becomes
more prominent. These two anisotropies cancel near t=
7.5 nm, resulting in a minimum frequency, as shown in
Fig. 3(a).
To extract the damping coecient, the time domain
data was tted with an exponentially damped harmonic
function given by Eq. 1.
M(t) =M(0)e t
sin(2ft ) (1)
where the relaxation time is related to the Gilbert
damping coecient by the relation = 1/(2f).
Here, fis the experimentally obtained precession fre-
quency and is the initial phase of the oscillation. The
tted data for various values of tis shown by the solid
black lines in Fig. 2. We did not extract a value of fort
= 15 and 20 nm due to the occurrence of multimode os-
cillations, which may lead to an erroneous estimate of the
damping. The extracted values are plotted against tin
Fig. 3(b) for two dierent eld values of 2.5 and 1.3 kOe.
The evolution of as a function of tdepends signicantly
5 6 7 8 9 100.0160.0200.0240.0280.032
5 10 15 2041216
t(nm) t(nm)(a) (b)Frequency(GHz)Figure 3. (color online) Evolution of (a) spin-wave frequency
and (b) Gilbert damping constant as a function of tat 1.3 kOe
(green circles) and 2.5 kOe (violet circles).
onH, as can be seen from the gure. This is because of
the dierent mechanisms responsible for determining the
damping in dierent samples, as will be discussed later.
An interesting trend in the vs.tplot is observed
forH= 2.5 kOe. For 10 nm t7.5 nm,decreases
with decreasing tand reaches a minimum value of about
0.014 for t= 7.5 nm. Below this thickness, increases
monotonically and reaches a value of about 0.022 for the
lowest thickness. This variation of is somewhat cor-
related with the variation of precession frequency with
thickness. In the thinner regime, we probe both the
NiFe layer and a fraction of the Co/Pd multilayer and
the relative contribution from the latter increases as t
decreases. The occurrence of a single mode oscillation
points towards a collective precession of the stack, which
may be considered a medium with eective magnetic pa-
rameters consisting of both NiFe and Co/Pd layers. The
variation in damping may be related to the variation in
the anisotropy of the material. The competing IP and
OOP anisotropies of the NiFe and Co/Pd layers lead
to the appearance of a minimum in the damping. The
damping in this system may have multiple contributions,
namely (a) dephasing of the uniform mode in the spin-
twist structure1(b) interfacial d-dhybridization at the
Co/Pd interface16, and (c) spin pumping into the Pd
layer.22The rst is an extrinsic mechanism and is dom-
inant in samples with higher NiFe thicknesses, while the
other two mechanisms are intrinsic damping mechanisms.
Fort>7.5 nm, due to the nonuniformity of the spin
distribution, the dominant mode undergoes dynamic de-
phasing and the damping thus increasescompared to the
magnetically uniform samples. With the increase in NiFe
thickness, the nonuniformity of spin distribution and the
consequent mode dephasing across its thickness increases,
leading to an increase in the damping value. Hence, in
samples with higher tvalues, dephasing is the dominant
mechanism, while at lower tvalues|i.e., when the con-
tribution from the Co/Pd multilayer is dominant|the
spin-orbit coupling and spin pumping eects dominate.
At intermediate tvalues, the extrinsic and intrinsic ef-
fects compete with each other, leading to a minimum
in the damping. However, the damping increases mono-
tonically with tin a lower eld of H=1.3 kOe. For a
deeper understanding of this eect, we have measured 5
24681012140.0120.0160.0200.0240.0280.0324
56789100.0140.0210.0280.0350.042(b)
5nm
5.5nm
6.5nm
7nm/s61537F
requency (GHz)(a)
10nm
8.5nm
8nm
7.5nm
7nm/s61537F
requency (GHz)
Figure 4. (color online) Dependence of Gilbert damping co-
ecient on soft layer thickness ( t) for (a) 7{10 nm and (b)
5{7 nm, respectively.
as a function of precession frequency f. Figures 4(a){(b)
show the variation of with f. Two dierent regimes in
the thickness are presented in (a) and (b) to show the
rate of variation more clearly. For 10 nm t7 nm,
decreases strongly with the decrease in fand the rate of
variation remains nearly constant with t. This is the sig-
nature of extrinsic damping generated by the nonuniform
spin distribution. However, for t= 6.5 nm, the rate falls
drastically and for t5.5 nm,becomes nearly indepen-
dent of t, which indicates that purely intrinsic damping is
operating in this regime. This conrms the competition
between two dierent types of damping mechanisms in
these samples.
The study demonstrates that various aspects of ul-
trafast magnetization dynamics|namely demagnetiza-
tion time, precession frequency, number of modes, and
damping|are in
uenced by the spin distribution in the
soft magnetic layer, as well as by the properties of the
hard layer. By changing the thickness of the soft layer,
the relative contributions of these factors can be tuned
eectively. This enables ecient control of the damp-
ing and other magnetic properties over a broad range,
and will hence be very useful for potential applications
in spintronic and magnonic devices.IV. CONCLUSION
In summary, we have employed the time-resolved
MOKE technique to measure the evolution of ul-
trafast magnetization dynamics in exchange-coupled
[Co/Pd] 5/NiFe( t) multilayers, with varying NiFe layer
thicknesses, by applying an out-of-plane bias magnetic
eld. The coupling of a high-anisotropy multilayer with
a soft layer allows broad control over the spin struc-
ture, and consequently other dynamic magnetic prop-
erties which are strongly dependent on t. The ultra-
fast demagnetization displayed a strong variation with
t. The reason for this was ascribed to the chiral-spin-
structure-dependent spin-
ip scattering in the top NiFe
layer, as well as to interfacial 3 d-4dhybridization of
Co/Pd layer. The precessional dynamics showed mul-
tiple spin-wave modes for t= 20 nm and 15 nm, whereas
a single spin-wave mode is observed for thinner NiFe lay-
ers following the change in the magnetization prole with
decreasing t. The precession frequency and the damp-
ing show strong variation with the thickness of the NiFe
layer. The changes in frequency are understood in terms
of the modication of the anisotropy of the system, while
the variation in damping originates from the competition
between intrinsic and extrinsic mechanisms, which are
somewhat related to the anisotropy. The observed dy-
namics will be important for understanding the utiliza-
tion of tilted anisotropy materials in devices such as spin-
transfer torque MRAM and spin-torque nano-oscillators.
V. ACKNOWLEDGEMENTS
We acknowledge nancial support from the G oran
Gustafsson Foundation, the Swedish Research Coun-
cil (VR), the Knut and Alice Wallenberg Foundation
(KAW), and the Swedish Foundation for Strategic Re-
search (SSF). This work was also supported by the Euro-
pean Research Council (ERC) under the European Com-
munity's Seventh Framework Programme (FP/2007{
2013)/ERC Grant 307144 "MUSTANG". AB acknowl-
edges the nancial support from the Department of Sci-
ence and Technology, Government of India (Grant no.
SR/NM/NS-09/2011(G)) and S. N. Bose National Centre
for Basic Sciences, India (Grant no. SNB/AB/12-13/96).
C.B. thanks CSIR for the senior research fellowship.
abarman@bose.res.in
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2106.04948v1.Grammage_of_cosmic_rays_in_the_proximity_of_supernova_remnants_embedded_in_a_partially_ionized_medium.pdf | MNRAS 000, 000{000 (0000) Preprint 10 June 2021 Compiled using MNRAS L ATEX style le v3.0
Grammage of cosmic rays in the proximity of supernova remnants
embedded in a partially ionized medium
S. Recchia1;2?, D. Galli3, L. Nava4, M. Padovani3, S. Gabici5, A. Marcowith6,
V. Ptuskin7, G. Morlino3
1Dipartimento di Fisica, Universit a di Torino, via P. Giuria 1, 10125 Torino, Italy
2Istituto Nazionale di Fisica Nucleare, Sezione di Torino, Via P. Giuria 1, 10125 Torino, Italy
3INAF{Osservatorio Astrosico di Arcetri, Largo E. Fermi 5, 50125 Firenze, Italy
4INAF-Osservatorio Astronomico di Brera, Via Bianchi 46, I-23807 Merate, Italy
5Universit e de Paris, CNRS, Astroparticule et Cosmologie, F-75006 Paris, France
6Laboratoire Univers et particules de Montpellier, Universit e Montpellier/CNRS, F-34095 Montpellier, France
7Pushkov Institute of Terrestrial Magnetism, Ionosphere and Radiowave Propagation, 108840, Troitsk, Moscow, Russia
Accepted XXX. Received YYY; in original form ZZZ
ABSTRACT
We investigate the damping of Alfv en waves generated by the cosmic ray resonant
streaming instability in the context of the cosmic ray escape and propagation in the
proximity of supernova remnants. We consider ion-neutral damping, turbulent damp-
ing and non linear Landau damping in the warm ionized and warm neutral phases of
the interstellar medium. For the ion-neutral damping, up-to-date damping coecients
are used. We investigate in particular whether the self-connement of cosmic rays
nearby sources can appreciably aect the grammage. We show that the ion-neutral
damping and the turbulent damping eectively limit the residence time of cosmic rays
in the source proximity, so that the grammage accumulated near sources is found to
be negligible. Contrary to previous results, this also happens in the most extreme
scenario where ion-neutral damping is less eective, namely in a medium with only
neutral helium and fully ionized hydrogen. Therefore, the standard picture, in which
CR secondaries are produced during the whole time spent by cosmic rays throughout
the Galactic disk, need not to be deeply revisited.
Key words:
1 INTRODUCTION
The most popular hypothesis for the origin of Galactic cos-
mic rays (CRs) invokes supernova remnants (SNRs) as the
main sources of such particles (see e.g. Blasi 2013; Gabici
et al. 2019). In this scenario, which in the last decades had
become a paradigm, CR diusion plays a central role. Diu-
sion is the key ingredient at the base of the diusive shock
acceleration of particles at SNRs (e.g. Drury 1983). Diu-
sion also aects the escape of CRs from the acceleration site
and the subsequent propagation in the source region, with
prominent implications for
-ray observations (Aharonian
& Atoyan 1996; Gabici et al. 2009; Casanova et al. 2010;
Ohira et al. 2011; Nava & Gabici 2013). Finally, diusion
determines the connement time of CRs in the Galaxy, thus
aecting the observed spectrum and the abundances of sec-
ondary spallation nuclei and of unstable isotopes (Ptuskin
& Soutoul 1998; Wiedenbeck et al. 2007).
?E-mail: sarah.recchia@unito.itThe diusion of CRs is thought to be mostly due to the
resonant scattering o plasma waves whose wavelength is
comparable to the particle's Larmor radius rL=
mpc2=eB,
wherempis the proton mass, Bis the magnetic eld
strength and
the Lorentz factor (see e.g. Skilling 1975a).
The magneto-hydrodynamic (MHD) turbulence relevant for
CR propagation is composed of incompressible Alfv enic and
compressible (fast and slow) magnetosonic
uctuations (Cho
& Lazarian 2002; Fornieri et al. 2021). MHD turbulence is
ubiquitous in the interstellar space and may be injected by
astrophysical sources (see e.g. Mac Low & Klessen (2004))
but also by CRs themselves. The active role of CRs in pro-
ducing the waves responsible for their scattering has been
widely recognized (see e.g. Wentzel 1974; Skilling 1975b; Ce-
sarsky 1980; Amato 2011). In fact, spatial gradients in the
CR density, as those found in the source vicinity, lead to the
excitation of Alfv en waves at the resonant scale (Ptuskin
et al. 2008). This process, called resonant streaming insta-
bility , produces waves that propagate along magnetic eld
lines in the direction of decreasing CR density.
©0000 The AuthorsarXiv:2106.04948v1 [astro-ph.HE] 9 Jun 20212S. Recchia et al.
The density of Alfv en waves that scatter CRs is lim-
ited by several damping processes. The most relevant are:
(i) ion-neutral damping in a partially ionized medium (Kul-
srud & Pearce 1969; Kulsrud & Cesarsky 1971; Zweibel &
Shull 1982); ( ii) turbulent damping, due to the interaction of
a wave with counter-propagating Alfv en wave packets. Such
waves may be the result of a background turbulence injected
on large scales and cascading to the small scales (we indicate
this damping as FG, after Farmer & Goldreich 2004); ( iii)
non-linear Landau (NLL) damping, due to the interaction
of background thermal ions with the beat of two interfering
Alfv en waves (see e.g. Felice & Kulsrud 2001; Wiener et al.
2013). The relative importance of these eects depends sig-
nicantly on the physical conditions and chemical composi-
tion of the ambient medium. A few other collisionless and
collisional damping processes can impact magnetohydrody-
namical wave propagation in a partially ionized gas but they
mostly aect high-wavenumber perturbations (Yan & Lazar-
ian 2004). Recently, it has been suggested that dust grains
may also contribute to the damping of Alfv en waves (Squire
et al. 2021).
In this paper we investigate the escape of CRs from
SNRs, and their subsequent self connement in the source
region, as due to the interplay between the generation of
Alfv en waves by CR streaming instability, and the damp-
ing process mentioned above. Our main goal is to establish
whether the self-connement of CRs nearby sources can ap-
preciably aect the grammage accumulated by these parti-
cles. In fact, if this is the case, a signicant fraction of CR
secondaries would be produced in the vicinity of CR sources,
and not during the time spent by CRs in the Galactic disk,
as commonly assumed. This would constitute a profound
modication of the standard view of CR transport in the
Galaxy (see, e.g. D'Angelo et al. 2016). In particular, we
focus on the CR propagation in partially ionized phases of
the interstellar medium (ISM), showing that the ion-neutral
and FG damping can signicantly aect the residence time
of CRs nearby their sources. We nd that, for typical condi-
tions, the grammage accumulated by CRs in the vicinity of
sources is negligible compared to that accumulated during
the time spent in the Galaxy. Even in the case of a medium
made of fully ionized H and neutral He, the combination of
ion-neutral and turbulent damping can substantially aect
the connement time1.
This paper is organized as follows: in Sec. 2 we describe
the damping of Alfv en waves by ion-neutral collisions in vari-
ous partially ionized phases of the ISM, and by other damp-
ing mechanisms; in Sec. 3 we illustrate the equations and
the setup of our model of CR escape and propagation in the
proximity of SNRs, the time dependent CR spectrum and
diusion coecient, the residence time of CRs in the source
proximity and the implications on the grammage; in Sec. 4
we describe our results; and nally in Sec. 5 we draw our
conclusions.
1The case of a fully neutral (atomic or partially molecular)
medium and of a diuse molecular medium (see, e.g. Brahimi
et al. 2020) are not treated here, since the lling factor of such
phases is small, but we report the ion-neutral damping rate for
such media for the sake of completeness. The case of a fully ion-
ized medium has been extensively treated by Nava et al. (2019).2 DAMPING OF ALFV EN WAVES
2.1 Ion-neutral damping
The Galaxy is composed, for most of its volume, by three
ISM phases, namely the warm neutral medium (WNM, ll-
ing factor25%), warm ionized medium (WIM, lling fac-
tor25%) and hot ionized medium (HIM, lling factor
50%, see e.g. Ferri ere 2001; Ferri ere 2019). The physi-
cal characteristics of these phases are summarised in Ta-
ble 1 (from Jean et al. 2009, see also Ferri ere 2001; Fer-
ri ere 2019). The physical characteristics of the cold neu-
tral medium (CNM) and the diuse medium (DiM) are also
listed for completeness, while their lling factor is .1% (Fer-
ri ere 2001; Ferri ere 2019). In the regions where neutrals are
present, like the WNM and the WIM, the rate of ion-neutral
damping depends on the amount and chemical species of the
colliding particles. In the WNM and WIM the ions are H+,
while neutrals are He atoms (with a H/He ratio of 10%)
and H atoms with a fraction that varies from phase to phase.
The main processes of momentum transfer (mt) be-
tween ions and neutrals are elastic scattering by induced
dipole, and charge exchange (ce). In the former case, domi-
nant at low collision energies, the incoming ion is de
ected
by the dipole electric eld induced in the neutral species,
according to its polarizability (Langevin scattering); in the
latter case the incoming ion takes one or more electrons from
the neutral species, which becomes an ambient ion. The fric-
tion force per unit volume Fiexerted on an ion iis thus the
sum of Fi;mt+Fi;ce.
With the exception of collisions between an ion and a
neutral of the same species, as in the important case of col-
lisions of H+ions with H atoms (see Sec. A1), the two pro-
cesses are well separated in energy. At low collision energies
elastic scattering dominates, and the friction force is
Fi;mt=ninninhmtviin(un ui); (1)
whereniandnnare the ion and neutral densities, uiand
unare the ion and neutral velocities, inis the reduced
mass of the colliding particles, mtis the momentum trans-
fer (hereafter m.t.) cross section, and the brackets denote
an average over the relative velocity of the colliding particles.
At high collision energies (above 102eV), the dom-
inant contribution to the transfer of momentum is charge
exchange
A++ B!A + B+: (2)
If the charge exchange rate coecient is approximately in-
dependent of temperature, and there is no net backward-
forward asymmetry in the scattering process (two conditions
generally well satised), Draine (1986) has shown that the
friction force on the ions takes the form
Fi;ce=ninnhceviinm2
nun m2
iui
mn+mi; (3)
whereceis the charge exchange (hereafter c.e.) cross sec-
tion, andmn(i)the mass of the neutral (ion).
The collisional rate coecients hmtviinandhceviin
are often estimated from the values given by Kulsrud & Ce-
sarsky (1971) or Zweibel & Shull (1982) for H+{ H collisions
(e.g. D'Angelo et al. 2016; Nava et al. 2016; Brahimi et al.
2020). The rate coecients for collisions between various
MNRAS 000, 000{000 (0000)3
Table 1. ISM phases and parameters adopted in this work. Tis the gas temperature, Bthe interstellar magnetic eld, nthe total gas
density,fthe ionisation fraction, the helium fraction and Linjthe injection scale of the background magnetic turbulence.
T(K)B(G)n(cm 3) neutral ion f L inj(pc)
WIM 8000 5 0.35 H, He H+0.6 0.9 0 0.1
He H+1 0.1 50
WNM 8000 5 0.35 H, He H+710 3 510 20 0.1 50
CNM 80 5 35 H, He C+410 4 10 30.1 1-50
DiM 50 5 300 H 2, He C+10 40.1 1-50
HIM 10650:01 - H+1.0 0.0 100
species of ions and neutrals adopted in this study are de-
scribed in detail in Sec. A1. For elastic collisions, they have
been taken from the compilation by Pinto & Galli (2008); for
charge exchange, they have been calculated from the most
updated available cross sections.
Ion-neutral collisions are one of the dominant damping
processes for Alfv en waves propagating in a partially ionized
medium (see Piddington 1956; Kulsrud & Pearce 1969). In
the case of elastic ion-neutral collisions, (Eq. 1), the disper-
sion relation for Alfv en waves in this case is
!(!2 !2
k) +iin[(1 +)!2 !2
k] = 0; (4)
where!is the frequency of the wave, !k=kvA;iis the
wavevector in units of the Alfv en speed of the ions
vA;i=Bp4mini; (5)
inis the ion-neutral collision frequency
in=mn
mi+mnhmtviinnn; (6)
andis the ion-to-neutral mass density ratio
=mini
mnnn: (7)
Notice that is a small quantity in the WNM and CNM but
not in the WIM2.
The dispersion relation Eq. (4) is a cubic equation for
the wave frequency !(with real and imaginary parts) as a
function of the real wavenumber !k. Writing!=<(!)
i in
d, where in
d>0 is the ion-neutral damping rate, and
substituting in Eq. (4), one obtains (Zweibel & Shull 1982)
!2
k=2 in
d
in 2 in
d[(1 +)in 2 in
d]2; (8)
which implies 0 < |