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3 多特征提取消融误差

Tab. 3 Multi-feature extraction ablation errors

类别	模型	e_MSE/MW	e_RMSE/MW	e_MAE/MW	e_MRE/ %
1	CNN-LSTM	3.626 8	1.904 4	1.460 4	15.312
1	MFE-CNN-LSTM	3.575 5	1.890 9	1.338 2	11.663
2	CNN-LSTM	3.710 1	1.926 2	1.499 6	17.413
2	MFE-CNN-LSTM	3.651 9	1.911 0	1.479 8	16.747
3	CNN-LSTM	6.500 5	2.549 6	1.732 2	20.924
3	MFE-CNN-LSTM	6.389 6	2.527 8	1.641 9	17.332