Skip to main content
. 2023 Oct 24;9(11):e21241. doi: 10.1016/j.heliyon.2023.e21241

Table 12.

Comparison of different model prediction results.

Regions Models Evaluation indicators
RMSE MAE MAPE
Nationwide LR 13.0206 9.5111 1.3010
BPNN 10.6617 8.7357 1.5093
ARIMA 2.1751 1.7083 0.0261
LSTM 2.1082 1.8948 0.0192
ARIMA + LSTM 1.7842 1.6213 0.0186
Eastern LR 9.0006 6.3393 1.8566
BPNN 2.8001 2.2576 0.9793
ARIMA 1.0094 0.7821 0.0260
LSTM 1.1582 1.1427 0.0258
ARIMA + LSTM 0.8417 0.7241 0.0243
Central LR 4.2760 2.9988 1.3875
BPNN 7.4927 4.8271 2.1703
ARIMA 0.7598 0.6202 0.0336
LSTM 0.6328 0.5541 0.0200
ARIMA + LSTM 0.5774 0.5107 0.0185
Western LR 2.0035 1.4122 0.8814
BPNN 3.0440 2.3719 1.5890
ARIMA 0.7448 0.6066 0.0411
LSTM 0.5205 0.4087 0.0148
ARIMA + LSTM 0.4966 0.3917 0.0146