基于卷积长短期记忆网络的锂电池寿命预测及动态建模

王孝龙,陶吉利,朱想先,梁建伟,陈岱岱,刘之涛

Convolutional long short-term memory network based lithium battery life prediction and dynamic modeling

Xiaolong WANG,Jili TAO,Xiangxian ZHU,Jianwei LIANG,Daidai CHEN,Zhitao LIU

表 1 不同锂电池寿命预测模型的预测性能对比

Tab.1 Comparative analysis of prediction performance across different lithium battery life prediction models

模型 RMSE/10−3 MAPE/% O/min CNN 5.270 0.5400 15 CNN+LSTM 3.267 0.3160 32 文献[7] 1.519 0.1640 95 文献[27] 2.468 0.2803 52 本研究 1.899 0.1790 38