基于集成学习的电动汽车充电站超短期负荷预测
李恒杰, 朱江皓, 傅晓飞, 方陈, 梁达明, 周云

Ultra-Short-Term Load Forecasting of Electric Vehicle Charging Stations Based on Ensemble Learning
LI Hengjie, ZHU Jianghao, FU Xiaofei, FANG Chen, LIANG Daming, ZHOU Yun
表4 BPNN、CNN-LSTM、ARIMA、EEB-LGBM的R2、MAPE与训练时间对比
Tab.4 Comparison of R2, MAPE, and TT of BPNN, CNN-LSTM, ARIMA, and EEB-LGBM
模型 MAPE R2/% TT/s
BPNN 6.65 88.63 29.60
CNN-LSTM 4.21 94.67 334.27
ARIMA 6.98 84.71 197.00
EEB-LGBM 1.21 97.23 3.92