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. 2023 Jul 6;23(13):6198. doi: 10.3390/s23136198

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