A Novel Deep Learning-Based Data Analysis Model for Solar Photovoltaic Power Generation and Electrical Consumption Forecasting in the Smart Power Grid

Table 5

Comparison of deep learning models for forecasting electrical demand.

Model	MSE	RMSE	MAE	MAPE (%)	R
SVM	89	9.43	12.23	8.6	0.9855
MLP	0.25	0.50	5.82	1.5	0.9985
LSTM	0.01	0.06	1.56	0.6	0.9992
ANFIS	7.52	2.74	3.68	4.8	0.9912
MLP-LSTM	0.0023	0.047	0.01	0.1	0.9998
MLP-LSTM-GA	0.00012	0.002	0.005	0.014	0.9999