Table 7.
Results obtained from the soft computing models in the training and testing phase.
| Model | Phase | RMSE | MAE | R | MAPE | VAF | WMAPE | NS | PI | BF | NMBE | WI | MBE | LMI | RSR | a20 | IOA | IOS |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MD1 | Train | 21.9662 | 15.8079 | 0.8948 | 0.3445 | 80.06 | 0.2530 | 0.8006 | 1.51 | 1.1668 | 7.7234 | 0.9974 | 0.0341 | 0.4212 | 0.4466 | 56.25 | 0.7894 | 0.3516 |
| Test | 25.2820 | 17.7599 | 0.8854 | 0.2388 | 78.35 | 0.2119 | 0.7693 | 1.46 | 0.9772 | 7.6248 | 0.9965 | -6.2726 | 0.3855 | 0.4803 | 55.00 | 0.8072 | 0.3016 | |
| Valid | 22.5340 | 16.9839 | 0.7770 | 0.3467 | 54.28 | 0.2922 | 0.5265 | 1.05 | 1.1605 | 8.7375 | 0.9929 | 4.1799 | 0.6113 | 0.6881 | 30.00 | 0.6943 | 0.3877 | |
| MD10 | Train | 21.9575 | 15.7224 | 0.8949 | 0.3502 | 80.07 | 0.2517 | 0.8007 | 1.51 | 1.1661 | 7.7173 | 0.9974 | 0.0341 | 0.4189 | 0.4464 | 45.63 | 0.7906 | 0.3515 |
| Test | 25.6335 | 18.0084 | 0.8820 | 0.2407 | 77.70 | 0.2148 | 0.7629 | 1.45 | 0.9755 | 7.8383 | 0.9961 | -6.2585 | 0.3909 | 0.4869 | 50.00 | 0.8045 | 0.3058 | |
| Valid | 22.5340 | 16.9839 | 0.7770 | 0.3467 | 54.28 | 0.2922 | 0.5265 | 1.05 | 1.1605 | 8.7375 | 0.9929 | 4.1799 | 0.6113 | 0.6881 | 30.00 | 0.6943 | 0.3877 | |
| MD16 | Train | 20.4599 | 14.8188 | 0.9094 | 0.3451 | 82.70 | 0.2372 | 0.8270 | 1.57 | 1.1673 | 6.7005 | 0.9977 | 0.0341 | 0.3948 | 0.4159 | 48.75 | 0.8026 | 0.3275 |
| Test | 25.2460 | 18.6492 | 0.8799 | 0.2791 | 77.35 | 0.2225 | 0.7700 | 1.44 | 1.0767 | 7.6031 | 0.9959 | -3.1068 | 0.4048 | 0.4796 | 52.00 | 0.7976 | 0.3012 | |
| Valid | 22.5340 | 16.9839 | 0.7770 | 0.3467 | 54.28 | 0.2922 | 0.5265 | 1.05 | 1.1605 | 8.7375 | 0.9929 | 4.1799 | 0.6113 | 0.6881 | 30.00 | 0.6943 | 0.3877 | |
| MD21 | Train | 22.6713 | 15.5568 | 0.8875 | 0.3473 | 78.76 | 0.2490 | 0.7876 | 1.48 | 1.1695 | 8.2272 | 0.9974 | 0.0341 | 0.4145 | 0.4609 | 48.13 | 0.7928 | 0.3629 |
| Test | 25.8582 | 18.5053 | 0.8776 | 0.2479 | 76.87 | 0.2208 | 0.7587 | 1.43 | 0.9921 | 7.9763 | 0.9960 | -5.2581 | 0.4017 | 0.4912 | 52.00 | 0.7991 | 0.3085 | |
| Valid | 21.6117 | 15.5094 | 0.7544 | 0.3545 | 56.88 | 0.2669 | 0.5645 | 1.05 | 1.1439 | 8.0369 | 0.9901 | -2.1526 | 0.5583 | 0.6599 | 50.00 | 0.7209 | 0.3719 | |
| MD26 | Train | 20.4729 | 14.9638 | 0.9093 | 0.3435 | 82.68 | 0.2395 | 0.8268 | 1.57 | 1.1613 | 6.7091 | 0.9976 | 0.0341 | 0.3987 | 0.4162 | 49.38 | 0.8007 | 0.3277 |
| Test | 24.3589 | 18.2533 | 0.8872 | 0.2861 | 78.64 | 0.2177 | 0.7859 | 1.47 | 1.1110 | 7.0782 | 0.9962 | -1.1517 | 0.3963 | 0.4627 | 45.00 | 0.8019 | 0.2906 | |
| Valid | 22.1191 | 16.0132 | 0.7603 | 0.3405 | 54.39 | 0.2755 | 0.5438 | 1.03 | 1.1246 | 8.4187 | 0.9920 | 0.2884 | 0.5764 | 0.6754 | 55.00 | 0.7118 | 0.3806 | |
| MD29 | Train | 20.2579 | 14.6322 | 0.9114 | 0.3427 | 83.04 | 0.2342 | 0.8304 | 1.58 | 1.1437 | 6.5689 | 0.9977 | -0.2653 | 0.3898 | 0.4118 | 60.00 | 0.8051 | 0.3243 |
| Test | 21.2999 | 16.2272 | 0.9175 | 0.2094 | 83.92 | 0.1936 | 0.8363 | 1.59 | 0.9750 | 5.4120 | 0.9967 | -2.8230 | 0.3523 | 0.4046 | 65.00 | 0.8239 | 0.2541 | |
| Valid | 18.5467 | 13.4658 | 0.8369 | 0.3055 | 67.99 | 0.2317 | 0.6793 | 1.30 | 1.1144 | 5.9189 | 0.9941 | 0.8088 | 0.4847 | 0.5663 | 60.00 | 0.7577 | 0.3191 |