Power Prediction of Combined Cycle Power Plant (CCPP) Using Machine Learning Algorithm-Based Paradigm

Table 7

Results comparison with the previous methods on the CCPP dataset.

	RMSE	AE
Previous literature
KNN (2012) [19]	N/A	3.51
Bagging with REPTree [4]	4.23	3.22
C-CRF (2016) [20]	3.97	2.97
TSK-ELM (2018) [18]	3.93	N/A
Regression ANN (2018) [12]	4.32	N/A
TOB matching (2020) [21]	2.89	N/A
Ours
GBRT (450 trees)	2.58	1.85
KNN ()	3.32	2.37
DNN (450 epochs)	3.44	2.62
ANN (450 cycles)	4.04	3.17
LR	4.26	3.40