PVNet_summation

Model Description

<!-- Provide a longer summary of what this model is/does. --> 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.

Training Details

Data

<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->

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