Closed-loop optimization of fast-charging protocols for batteries with machine learning - Attia, Peter M.; Grover, Aditya; Jin, Norman; Severson, Kristen A.; Markov, Todor M.; Liao, Yang-Hung; Chen, Michael H.; Cheong, Bryan; Perkins, Nicholas; Yang, Zi; Herring, Patrick K.; Aykol, Muratahan; et al. (Nature (London), 2020)
Keywords: 639/301/299/891; 639/705/117; 639/705/531; Algorithms; Anxiety; Batteries; Battery cycles; Bayesian analysis; Charging; Computer science; Datasets; Design; Design and construction; Design optimization; Design parameters; Electric vehicles; ENERGY STORAGE; Estimates; Experiments; Exploitation; Exploration; Feedback control systems; Humanities and Social Sciences; Learning algorithms; Lithium; Lithium-ion batteries; Machine learning; Materials selection; Methodology; Methods; multidisciplinary; Optimization; Parameter identification; Predictions; Protocol; Rechargeable batteries; Science; Science (multidisciplinary); Service life assessment; Statistics; United States