Table 3.
Models | R2 | NSE | RMSE (× 104 ton) |
---|---|---|---|
RF | 0.767 | 0.762 | 38.359 |
XGB | 0.760 | 0.756 | 38.374 |
RF-XGB | 0.859 | 0.856 | 26.690 |
LSTM | 0.757 | 0.755 | 39.200 |
CNN | 0.679 | 0.669 | 43.914 |
LSTM-CNN | 0.851 | 0.850 | 29.052 |
Scenario | |||
Sc1 | 0.825 | 0.823 | 35.59 |
Sc2 | 0.895 | 0.900 | 26.92 |
Sc3 | 0.883 | 0.872 | 28.68 |
Sc4 | 0.498 | 0.489 | 58.30 |
Sc5 | 0.899 | 0.898 | 26.31 |
Sc6 | 0.362 | 0.340 | 68.66 |
Sc7 | 0.894 | 0.892 | 27.32 |
Sc8 | 0.950 | 0.950 | 18.69 |
Sc9 | 0.881 | 0.879 | 28.69 |
Sc10 | 0.533 | 0.529 | 56.80 |
Sc11 | 0.948 | 0.948 | 19.30 |
The values in the table were estimated as averages for the applied models and input scenarios. Significant values are in bold.