State of health estimation for lithium-ion batteries using geometric impedance spectrum features and recurrent Gaussian process regression

Battery Lifetime Prognostics

Le Xu, Xianke Lin, Michael Pecht · Joule · 2020 · 1.2K citations · Full text

A retrospective on lithium-ion batteries

Jing Xie, Yi‐Chun Lu · Nature Communications · 2020 · 1.1K citations · Full text

Natural Sciences, Chemistry, Materials Science +14

Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning

Yunwei Zhang, Qiaochu Tang, Yao Zhang et al. · Nature Communications · 2020 · 821 citations · Full text

Computing, Computer Science, Materials Science +17

A novel Gaussian process regression model for state-of-health estimation of lithium-ion battery using charging curve

Duo Yang, Xu Zhang, Rui Pan et al. · Journal of Power Sources · 2018 · 746 citations

Engineering, Chemical Engineering, Electrochemical Engineering +15

Predicting the state of charge and health of batteries using data-driven machine learning

Man‐Fai Ng, Jin Zhao, Qingyu Yan et al. · Nature Machine Intelligence · 2020 · 743 citations · Full text

Engineering, Computer Science, Materials Science +12