电动公交车电池荷电状态的Seq2Seq预测方法

董红召,王桢,张楠,佘翊妮,林盈盈

Seq2Seq prediction method of state of charge of electric bus battery

Hong-zhao DONG,Zhen WANG,Nan ZHANG,Yi-ni SHE,Ying-ying LIN

表 5 各模型预测的结果评价值和计算时间

Tab.5 Evaluation of prediction results and calculation time of each model

模型名称 MSE/% MAE/% MAPE/% MCT/s LSTM 1.163 0.709 0.960 0.001 BILSTM 1.090 0.657 0.886 0.002 Seq2Seq 0.698 0.549 0.757 0.012 WN-Seq2Seq 0.505 0.479 0.656 0.017