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. 2024 Feb 14;24(4):1225. doi: 10.3390/s24041225

Table 4.

The results of supervised learning models for the cement mill.

Variable Model Type Number of Estimators Max Depth Number of Leaves NRMSE
Mill Motor RF 10 5 - 0.34
Mill Differential Pressure LGBM - 10 10 0.23
Separator Motor LGBM - 5 12 0.49
Mill Exit Temperature XGBoost 50 3 - 0.35
Environmental Dust GBR 50 3 - 0.89
Blaine GBR 50 3 - 0.67
Residue TTR - - - 0.78
Mill Vibrations RF 50 5 - 0.69