openclimatefix / diffusion_weather

Testing out Diffusion-based models for weather and PV forecasting
MIT License
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Auxiliary Inputs for Model #2

Open jacobbieker opened 1 year ago

jacobbieker commented 1 year ago

For generating future NWP outputs, the inputs need to include the NWP data, but possibly also satellite imagery

If the inputs to the diffusion models are images, then the inputs can be a multi-channel image of NWP data at 0.25 degree (or whatever resolution) inputs, so it would be easy to layer on top of that downsampled satellite imagery, although it would need to then take in all the main geostationary satellites, which have different numbers of channels, and update times.