Inquiry on Processing Y Value (PVgen Value)
@Sukhil-Patel
Hello,
in visiting your "Forecasting regional PV power in Great Britain..." ,
I was quite confused how you handled your PV Power generation data for your study.
Apparently, you have divid your UK region with respect to GSP_ID region, then for each GSP-region, you collect NWPs + Satellite and compute deep learning to forecast the regional PV power generation
My questions about this is
[1] about your Y-value that you are studying the model, are you accumulating all PV generation that exist within that GSP-region? or is it just ONE PV generator per GSP?
[2] excerpt from paper: We train our model to predict the PV outturn divided by the effective capacity...Normalising by effective capacity ensures that... does this mean each timestep of output from your deep learning model will be between [0,1]? If you were to use it to predict actual PV generation, would you simply multiply by the effective capacity?
[2-1] If there are multiple pv-generators in a GSP-region, how do you deal with "effective capacity" for Y-value (and later back to MW of PV generation?)
[2-2] May I please ask for link from your code whether from PVNet or OCF-Data?
I feel the inquiry is too lengthy....sorry for wasting your time.
Yet, I sincerely hope to hear from you soon!
Thanks
Go Net Zero
Love that question btw
adding on to this current topic,
- Did you aggregate all the PV generation within each GSP region and treat it as if it were a single generator?
- How did you handle changes in capacity within each GSP region over time (as capacity either increased or decreased)? (mainly if they add or disappear, how would that not affect your model…?)
Hi both,
To reduce duplication in answering questions and in accordance with OCF's plan to move discussions which aren't repo specific to a more centralised place I am moving this discussion from HuggingFace over to here if you have further questions if they could be through Github Discussions that would make our lives easier! We are also planning on putting out some technical FAQs there. If you have some issue with using Github instead of HF then let us know but moving we will be moving discussions like these on to there for better visibility. Thanks!
Also if you have questions another time which are different then you can use this link to start new discussion thread, thanks