Comparison of the performance indicators between the proposed model and other comparison models (training phase)
Model . | RMSE (m3/s) . | MAE (m3/s) . | MAPE (%) . | RRMSE . | SSE ((m3/s)2) . | ![]() | TIC . | IA . |
---|---|---|---|---|---|---|---|---|
Proposed model | 8.4639 | 5.4875 | 2.1084 | 0.0241 | 1.4328 × 104 | 0.9982 | 0.0135 | 0.9997 |
ARIMA | 20.6924 | 13.6110 | 5.7271 | 0.0667 | 8.5635 × 104 | 0.9900 | 0.0327 | 0.9985 |
TAR | 33.3071 | 20.2336 | 7.9662 | 0.0968 | 2.2187 × 105 | 0.9755 | 0.0518 | 0.9962 |
SVM | 16.9785 | 11.1892 | 4.4788 | 0.0527 | 5.7654 × 104 | 0.9930 | 0.0269 | 0.9990 |
LSTM | 17.1655 | 11.2025 | 4.7237 | 0.0562 | 5.8931 × 104 | 0.9928 | 0.0272 | 0.9989 |
MEED-ARIMA | 15.1384 | 9.9670 | 4.0823 | 0.0486 | 4.5834 × 104 | 0.9946 | 0.0272 | 0.9992 |
Model . | RMSE (m3/s) . | MAE (m3/s) . | MAPE (%) . | RRMSE . | SSE ((m3/s)2) . | ![]() | TIC . | IA . |
---|---|---|---|---|---|---|---|---|
Proposed model | 8.4639 | 5.4875 | 2.1084 | 0.0241 | 1.4328 × 104 | 0.9982 | 0.0135 | 0.9997 |
ARIMA | 20.6924 | 13.6110 | 5.7271 | 0.0667 | 8.5635 × 104 | 0.9900 | 0.0327 | 0.9985 |
TAR | 33.3071 | 20.2336 | 7.9662 | 0.0968 | 2.2187 × 105 | 0.9755 | 0.0518 | 0.9962 |
SVM | 16.9785 | 11.1892 | 4.4788 | 0.0527 | 5.7654 × 104 | 0.9930 | 0.0269 | 0.9990 |
LSTM | 17.1655 | 11.2025 | 4.7237 | 0.0562 | 5.8931 × 104 | 0.9928 | 0.0272 | 0.9989 |
MEED-ARIMA | 15.1384 | 9.9670 | 4.0823 | 0.0486 | 4.5834 × 104 | 0.9946 | 0.0272 | 0.9992 |