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Try nowcasting without reconstructing full satellite images #20

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JackKelly opened this issue Oct 31, 2019 · 0 comments

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modelling experiments

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JackKelly commented Oct 31, 2019 •

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CNN-RNN

Inputs:

Recent history
- PV yield
- satellite images
- NWP across multiple vertical levels
  - wind direction
  - wind speed
  - temperature
  - humidity
- clear sky irradiance
Future
- NWP across multiple vertical levels
  - wind direction
  - wind speed
  - temperature
  - humidity
- clear sky irradiance

Outputs:

PV yield

Aux outputs

Maybe just a small patch of satellite imagery directly above the PV system? This would enable us to train across the entire globe (don't need PV data to train)

JackKelly added the modelling experiments label

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