PVNet_summation
Model Description
This model class sums the output of the PVNet model's GSP level predictions to make a national forecast of UK PV output. More information can be found in the model repo [1], the PVNet model repo [2], and experimental notes in this google doc.
- Developed by: openclimatefix
- Model type: Fusion model
- Language(s) (NLP): en
- License: mit
Training Details
Data
The model is trained on data from 2017-2020 and validated on data from 2021. See experimental notes in the the google doc for more details.
Preprocessing
Data is prepared with the ocf_datapipes.training.pvnet datapipe [3].
Results
The training logs for the current model can be found here on wandb.
The training logs for all model runs of PVNet_summation can be found here.
Some experimental notes can be found at in the google doc
Hardware
Trained on a single NVIDIA Tesla T4
Software
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