Table 6.
Model prediction results for unit T06 for the GENERATOR fault type.
| R2 | RMSE | |||||
|---|---|---|---|---|---|---|
| Train | Validation | Test | Train | Validation | Test | |
| LightGBM | 0.9956 | 0.9920 | 0.9030 | 1.1946 | 1.6048 | 8.7661 |
| XGBoost | 0.9903 | 0.9887 | 0.8979 | 1.7636 | 1.9091 | 8.9972 |
| SGDRegressor | 0.9707 | 0.9710 | 0.9052 | 3.0659 | 3.0621 | 8.6629 |
| Stacking | 0.9975 | 0.9939 | 0.9046 | 0.8923 | 1.4009 | 8.6974 |