Patrick K. Herring

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

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

Perspective—Combining Physics and Machine Learning to Predict Battery Lifetime

Muratahan Aykol, Chirranjeevi Balaji Gopal, Abraham Anapolsky et al. · Journal of The Electrochemical Society · 2021 · 250 citations · Full text

Computing, Computer Science, Physics +17

Bayesian learning for rapid prediction of lithium-ion battery-cycling protocols

Benben Jiang, William E. Gent, Fabian Mohr et al. · Joule · 2021 · 121 citations · Full text

Computing, Computer Science, Materials Science +16

Network analysis of synthesizable materials discovery

Muratahan Aykol, Vinay I. Hegde, Linda Hung et al. · Nature Communications · 2019 · 114 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17