Comparison of the performance indicators between the proposed model and other comparison models (test phase)
Model . | RMSE (m3/s) . | MAE (m3/s) . | MAPE (%) . | RRMSE . | SSE ((m3/s)2) . | ![]() | TIC . | IA . |
---|---|---|---|---|---|---|---|---|
Proposed model | 10.4193 | 8.5891 | 4.0122 | 0.0942 | 5.4281 × 103 | 0.9958 | 0.0190 | 0.9995 |
ARIMA | 19.1757 | 12.6628 | 5.5846 | 0.1176 | 18.3854 × 103 | 0.9872 | 0.0346 | 0.9984 |
TAR | 27.6452 | 18.6944 | 8.6813 | 0.1915 | 38.2215 × 103 | 0.9741 | 0.0490 | 0.9968 |
SVM | 12.8959 | 10.7082 | 5.6369 | 0.1143 | 8.31526 × 103 | 0.9914 | 0.0237 | 0.9985 |
LSTM | 16.5479 | 11.1744 | 5.7865 | 0.1127 | 13.6924 × 103 | 0.9900 | 0.0298 | 0.9988 |
MEED-ARIMA | 12.0232 | 10.8470 | 5.2037 | 0.1536 | 13.0648 × 103 | 0.9928 | 0.0288 | 0.9989 |
Model . | RMSE (m3/s) . | MAE (m3/s) . | MAPE (%) . | RRMSE . | SSE ((m3/s)2) . | ![]() | TIC . | IA . |
---|---|---|---|---|---|---|---|---|
Proposed model | 10.4193 | 8.5891 | 4.0122 | 0.0942 | 5.4281 × 103 | 0.9958 | 0.0190 | 0.9995 |
ARIMA | 19.1757 | 12.6628 | 5.5846 | 0.1176 | 18.3854 × 103 | 0.9872 | 0.0346 | 0.9984 |
TAR | 27.6452 | 18.6944 | 8.6813 | 0.1915 | 38.2215 × 103 | 0.9741 | 0.0490 | 0.9968 |
SVM | 12.8959 | 10.7082 | 5.6369 | 0.1143 | 8.31526 × 103 | 0.9914 | 0.0237 | 0.9985 |
LSTM | 16.5479 | 11.1744 | 5.7865 | 0.1127 | 13.6924 × 103 | 0.9900 | 0.0298 | 0.9988 |
MEED-ARIMA | 12.0232 | 10.8470 | 5.2037 | 0.1536 | 13.0648 × 103 | 0.9928 | 0.0288 | 0.9989 |