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LSTM_Conv2dLSTM
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Merged
Opened Feb 25, 2022 by Sebastian@drostContributor

Fix/model adjustments

  • Overview 1
  • Commits 5
  • Pipelines 1
  • Changes 4

This merge request fixes the LSTM and ConvLSTM model training by applying some small refinements on the data preprocessing:

  1. Removing NaN values from the targets (streamflow) by only considering timespans that doesn't contain NaNs
  2. Apply Min-Max-Scaling on target (streamflow) data (which in the current implementation is only applied on the forcings)
  3. Small model architecture adjustments
  4. Reducing the number of timesteps to reduce the computing time and memory usage
  5. Fix NSE calculation formular

Every single fix is applied as a separate commit and marked within the code by additional comments.

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Reference: christian.koert/lstm_conv2dlstm!1
Source branch: fix/model_adjustments

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