Table 2 Comparison of LSTM model with different numbers of layers.
From: The comparative study of machine learning agent models in flood forecasting for tidal river reaches
Layers | Training RMSE | Training NSE | Testing RMSE | Testing NSE | Training time (s) |
|---|---|---|---|---|---|
1 | 0.1080 | 0.971 | 0.4159 | 0.749 | 155 |
2 | 0.0911 | 0.978 | 0.2068 | 0.924 | 218 |
3 | 0.0811 | 0.983 | 0.3177 | 0.878 | 302 |
