基于多特征提取-卷积神经网络-长短期记忆网络的短期风电功率预测方法

匡洪海, 郭茜

Short-Term Wind Power Prediction Method Based on Multimodal Feature Extraction-Convolutional Neural Network-Long-Short Term Memory Network

Honghai KUANG, Qian GUO

表4 CNN网络消融误差

Tab. 4 CNN network ablation errors

类别	模型	e_MSE/MW	e_RMSE/MW	e_MAE/MW	e_MRE/%
1	MFE-LSTM	3.692 3	1.921 5	1.415 1	13.806
1	MFE-CNN-LSTM	3.575 5	1.890 9	1.338 2	11.663
2	MFE-LSTM	3.869 1	1.967 0	1.466 4	13.951
2	MFE-CNN-LSTM	3.651 9	1.911 0	1.479 8	16.747
3	MFE-LSTM	6.865 4	2.620 2	1.713 4	21.924
3	MFE-CNN-LSTM	6.389 6	2.527 8	1.641 9	17.332