Research Article
Data-Driven Model for the Prediction of Total Dissolved Gas: Robust Artificial Intelligence Approach
Table 6
Statistical indicators of each predicted models for USGS 14150000 station during the testing phase.
| Model | MAE | RMSE | MARE | RMSRE | RRMSE | | erMAX | U95 |
| ELM-M1 | 0.379 | 0.586 | 0.004 | 0.006 | 0.549 | 0.991 | 1.047 | 0.898 | SVR-M1 | 0.317 | 0.572 | 0.003 | 0.005 | 0.537 | 0.991 | 1.047 | 0.842 | ELM-M2 | 0.339 | 0.576 | 0.003 | 0.005 | 0.540 | 0.991 | 1.047 | 0.864 | SVR-M2 | 3.822 | 4.273 | 0.037 | 0.041 | 4.008 | 0.723 | 1.079 | 2053.114 | ELM-M3 | 0.373 | 0.577 | 0.004 | 0.005 | 0.541 | 0.991 | 1.046 | 0.851 | SVR-M3 | 8.619 | 10.380 | 0.078 | 0.093 | 9.736 | 0.018 | 1.021 | 39877.590 | ELM-M4 | 0.338 | 0.571 | 0.003 | 0.005 | 0.536 | 0.991 | 1.047 | 0.832 | SVR-M4 | 8.799 | 10.463 | 0.080 | 0.094 | 9.814 | 0.086 | 1.018 | 39559.262 | ELM-M5 | 0.463 | 0.618 | 0.004 | 0.006 | 0.580 | 0.991 | 1.044 | 0.990 | SVR-M5 | 8.875 | 10.572 | 0.081 | 0.095 | 9.916 | 0.054 | 1.017 | 41293.085 | ELM-M6 | 0.495 | 0.639 | 0.005 | 0.006 | 0.599 | 0.991 | 1.044 | 1.080 | SVR-M6 | 3.282 | 4.321 | 0.030 | 0.038 | 4.053 | 0.550 | 1.102 | 2508.932 | ELM-M7 | 0.517 | 0.688 | 0.005 | 0.006 | 0.646 | 0.988 | 1.055 | 1.754 | SVR-M7 | 0.396 | 0.572 | 0.003 | 0.005 | 0.536 | 0.991 | 1.047 | 0.837 | ELM-M8 | 0.513 | 0.680 | 0.005 | 0.006 | 0.637 | 0.988 | 1.052 | 1.672 | SVR-M8 | 5.034 | 5.942 | 0.048 | 0.057 | 5.573 | 0.009 | 1.116 | 9694.100 |
|
|