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

Table 7

Comparison of photovoltaic power generation forecasting models.

Model	MSE	RMSE	MAE	MAPE (%)	R
SVM	6.90	2.62	2.25	1.22	0.99342
MLP	6.02	2.45	1.56	1.15	0.99697
LSTM	6.11	2.47	1.85	1.02	0.99553
ANFIS	6.03	2.45	1.96	1.45	0.99334
MLP-LSTM	5.86	2.42	1.23	0.25	0.99716
MLP-LSTM-GA	1.25	1.11	0.58	0.04	0.99999