Load Prediction Based on Hybrid Model of VMD-mRMR-BPNN-LSSVM

Table 11

Various model prediction results.

Model	MAE	RMSE	MAPE (%)
VMD + mRMR+BPNN+ LS-SVM + BPNN	8.1794	9.0265	0.33
VMD + mRMR+BPNN + LS-SVM+LS-SVM	9.0726	11.2312	0.41
VMD + correlation coefficient + BPNN + LS-SVM+ BPNN	9.1572	11.3363	0.44
VMD + MI + BPNN + LS-SVM + BPNN	8.9248	10.1486	0.39
ARMA	28.9115	37.0648	1.03
BPNN	28.8477	36.4898	1.03
LS-SVM	30.4543	38.5108	1.09
EEMD + BPNN + LS-SVM + BPNN	19.1876	24.6827	0.73
EMD + BPNN + LS-SVM + BPNN	22.6169	26.6001	0.91