电力数据驱动的电池剩余寿命预测研究

金晶,王京,周奕辰,潘文明

Research on power data-driven battery remaining life prediction

Jing JIN,Jing WANG,Yichen ZHOU,Wenming PAN

表1 不同电池剩余寿命预测模型的MAE和RMSE对比

Table 1 Comparison of MAE and RMSE of different battery remaining life prediction models

模型 MAE RMSE MHSA-Res-BiLSTM 0.011 28 0.016 58 Res-BiLSTM 0.015 27 0.020 79 BiLSTM-Attention 0.019 60 0.025 82 BiLSTM-CNN 0.031 12 0.040 07