模型

评价指标

E_RMSE/kW

E_MAE/kW

E_MAPE/kW

ARIMA

5.4373

4.8087

6.926

SVR

3.6805

1.1910

5.721

LSTM

2.3361

1.8182

5.586

CNN

2.5554

2.1832

4.684

VMD-CNN

1.5887

1.3229

3.943

VMD-LSTM

1.4112

1.1947

3.938

VMD-AM-LSTM

1.0357

0.7467

6.861

CNN-LSTM

2.7824

2.3491

4.913

CNN-AM-LSTM

3.6028

3.0453

4.510

VMD-CNN-LSTM

1.7425

1.4490

4.085

CNN-LSTM-lightGBM

1.222

1.126

4.420

TPE-LSTM

1.809

-

2.678

VMD-AM-CNN-LSTM

1.0278

0.7300

3.827