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openclimatefix / power_perceiver

Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)
MIT License
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Give the model more like 7 days of PV history #114

Open JackKelly opened 2 years ago

JackKelly commented 2 years ago

Possibly instead of the PV system ID embedding

The thinking being that maybe it's unrealistic to expect the model to learn by rote the differences of each PV system. Instead, the recent history should tell us what we need to know, and also might mean that we can do inference for unseen PV systems without retraining

JackKelly commented 2 years ago

Maybe just give the model the time of day if the forecast, over the last few days.