基于重组二次分解及LSTNet-Atten的短期负荷预测
刘洪伟,王磊,刘阳,张鹏超,乔石

Short term load forecasting based on recombination quadratic decomposition and LSTNet-Atten
Hongwei LIU,Lei WANG,Yang LIU,Pengchao ZHANG,Shi QIAO
表 7 提出模型与单一模型的预测结果对比
Tab.7 Comparison of prediction result of proposed model and single model
预测方法R2MAPE/%MAE/MWRMSE/MW
本文模型0.99410.9352288.2614344.4416
LSTM0.98381.5642483.6712568.3106
GRU0.98541.4336441.3944532.6556
CNN0.97191.9207593.0051748.6296
TCN0.97241.8871582.6696742.0751
BPNN0.98311.6226500.4080579.9943
XGBoost0.97471.8339566.6258710.1997
SVM0.94642.7265829.40631034.1775