Test Data Mean prediction interval - 2d Grid downscaling.

  • CNN-LSTM produced lower MPI on 95% coverage probability,
    • \(\pm 114.72 Wm^{-2}\) or \(\pm 9.91MJm^{-2}day^{-1}\)
  • GLM exhibited 95% MPI of
    • \(\pm 124.75 Wm^{-2}\) or \(\pm 10.78 MJm^{-2}day^{-1}\)

Mean prediction interval on test set for selected models on the 2d grid downscaling task.

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Downscaling Global Climate Models with Convolutional and Long-Short-Term Memory Networks for Solar Energy Applications by C.P. Davey is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.