component

Prediction model

MAE

RMSE

Training time

High-frequency component

CNN-LSTM

0.184

0.235

1720s

BPNN

0.106

0.137

141s

Low-frequency component

CNN-LSTM

0.035

0.046

1213s

BPNN

0.032

0.042

120s