openclimatefix/pvnet_uk_region

PVNet2

Model Description

This model class uses satellite data, and numerical weather predictions to forecast the near-term (~8 hours) PV power output at all GSPs. More information can be found in the model repo [1].

• Developed by: openclimatefix
• Model type: Fusion model
• Language(s) (NLP): en
• License: mit

Training Details

Data

The model is trained on data from 2019-2021 and validated on data from 2022. It uses NWP data from ECMWF IFS model, and the UK Met Office UKV model. It uses also uses inputs from OCF's cloudcasting model

Preprocessing

Data is prepared with the ocf_data_sampler/torch_datasets/datasets/pvnet_uk Dataset [2].

Results

The training logs for the current model can be found here:

• https://wandb.ai/openclimatefix/pvnet2.1/runs/49nlmpdy

Software

This model was trained using the following Open Climate Fix packages:

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

The versions of these packages can be found below:

• pvnet==5.0.6.post1+git.f02c06e6.dirty
• ocf-data-sampler==0.5.26.post2+git.90ee263d.dirty