Data efficient health prognostic for batteries based on sequential information-driven probabilistic neural network

Data-driven prediction of battery cycle life before capacity degradation

Kristen Severson, Peter M. Attia, Norman Jin et al. · Nature Energy · 2019 · 2.9K citations · Full text

Engineering, Data Science, Lifecycle Engineering +15

Battery Lifetime Prognostics

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

Lithium ion battery degradation: what you need to know

Jacqueline Edge, Simon E. J. O’Kane, Ryan Prosser et al. · Physical Chemistry Chemical Physics · 2021 · 1.1K citations · Full text

Engineering, Materials Engineering, Materials Science +17

Closed-loop optimization of fast-charging protocols for batteries with machine learning

Peter M. Attia, Aditya Grover, Norman Jin et al. · Nature · 2020 · 1.1K citations · Full text

Engineering, Computer Science, Electrochemical Engineering +15

Long Short-Term Memory Networks for Accurate State-of-Charge Estimation of Li-ion Batteries

Ephrem Chemali, Phillip J. Kollmeyer, Matthias Preindl et al. · IEEE Transactions on Industrial Electronics · 2017 · 845 citations

Engineering, Computer Science, Electrical Engineering +17