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 Jan 2019- May 2022 and validated on data from May 2022 - May 2023.

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. Some experimental notes can be found at in the google doc

Hardware

Trained on a single NVIDIA Tesla T4

Software

[1] https://github.com/openclimatefix/PVNet_summation
[2] https://github.com/openclimatefix/PVNet
[3] https://github.com/openclimatefix/ocf_datapipes