Deep learning enhanced lithium-ion battery nonlinear fading prognosis

Shanling Ji,Jianxiong Zhu,Zhiyang Lyu,Heze You,Yifan Zhou,Liudong Gu,Jinqing Qu,Zhijie Xia,Zhisheng Zhang,Haifeng Dai

Journal of Energy Chemistry（2023）

引用 7|浏览30

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摘要

A novel indicator is proposed to identify knee points before capacity decays rapidly. On top of that, a hybrid deep learning model is developed for lithium-ion battery nonlinear aging prognosis.

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关键词

Battery aging prognosis,Deep learning,Knee-point probability,Sate-of-health

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