Research Article
Data-Driven Model for the Prediction of Total Dissolved Gas: Robust Artificial Intelligence Approach
Table 5
Statistical indicators of each predicted models for USGS 14181500 station during the testing phase.
| Model | MAE | RMSE | MARE | RMSRE | RRMSE | | erMAX | U95 |
| ELM-M1 | 1.308 | 1.804 | 0.012 | 0.016 | 1.716 | 0.979 | 1.214 | 48.218 | SVR-M1 | 8.116 | 10.540 | 0.074 | 0.091 | 10.027 | 0.008 | 1.000 | 47895.737 | ELM-M2 | 0.645 | 1.054 | 0.006 | 0.010 | 1.002 | 0.985 | 1.193 | 7.309 | SVR-M2 | 4.005 | 4.548 | 0.037 | 0.041 | 4.327 | 0.925 | 1.092 | 1271.496 | ELM-M3 | 0.593 | 1.027 | 0.005 | 0.009 | 0.977 | 0.985 | 1.191 | 6.948 | SVR-M3 | 19.363 | 20.324 | 0.188 | 0.199 | 19.335 | 0.009 | 1.283 | 417056.225 | ELM-M4 | 0.316 | 0.823 | 0.003 | 0.008 | 0.783 | 0.986 | 1.181 | 3.592 | SVR-M4 | 5.229 | 6.330 | 0.048 | 0.056 | 6.022 | 0.760 | 1.048 | 5579.844 | ELM-M5 | 0.442 | 0.918 | 0.004 | 0.008 | 0.874 | 0.985 | 1.188 | 5.021 | SVR-M5 | 0.441 | 0.862 | 0.004 | 0.008 | 0.820 | 0.986 | 1.183 | 3.869 | ELM-M6 | 0.538 | 0.904 | 0.005 | 0.008 | 0.860 | 0.986 | 1.170 | 4.229 | SVR-M6 | 1.416 | 1.896 | 0.013 | 0.017 | 1.804 | 0.945 | 1.152 | 84.101 | ELM-M7 | 1.119 | 1.540 | 0.010 | 0.014 | 1.465 | 0.981 | 1.207 | 26.109 | SVR-M7 | 0.904 | 1.777 | 0.008 | 0.015 | 1.691 | 0.932 | 1.128 | 76.123 | ELM-M8 | 0.469 | 0.877 | 0.004 | 0.008 | 0.835 | 0.985 | 1.172 | 4.111 | SVR-M8 | 0.719 | 1.171 | 0.007 | 0.011 | 1.114 | 0.984 | 1.198 | 10.954 |
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