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

Table 8.

Model prediction results for unit T07 for the TRANSFORMER fault type.

R2 RMSE
Train Validation Test Train Validation Test
LightGBM 0.9131 0.8903 0.6322 2.9524 3.3021 8.9349
XGBoost 0.9234 0.8997 0.6574 2.7529 3.1548 8.6556
SGDRegressor 0.7566 0.7553 0.6192 4.9123 4.9335 9.0760
Stacking 0.9663 0.9197 0.6572 1.8332 2.8169 8.6679