openclimatefix/pvnet_v2_summation

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 the output predictions of our PVNet model which gives GSP (i.e. UK regional) level predictions of solar power across Great Britain. This model is trained to take those predictions and use them to estimate the national total with uncertainty estimates.

Preprocessing

The input data is prepared with the ocf_data_sampler [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

• [1] https://github.com/openclimatefix/PVNet_summation
• [2] https://github.com/openclimatefix/PVNet
• [3] https://github.com/openclimatefix/ocf-data-sampler