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

Peter M. Attia, Aditya Grover, Norman Jin, Kristen A. Severson, Todor M. Markov, Yang-Hung Liao, Michael H. Chen, Bryan Cheong, Nicholas Perkins, Zi Yang, Patrick K. Herring, Muratahan Aykol, Stephen J. Harris, Richard D. Braatz, Stefano Ermon, William C. Chueh. Closed-loop optimization of fast-charging protocols for batteries with machine learning. Nature, 578(7795):397-402, 2020. [doi]

@article{AttiaGJSMLCCPYH20,
  title = {Closed-loop optimization of fast-charging protocols for batteries with machine learning},
  author = {Peter M. Attia and Aditya Grover and Norman Jin and Kristen A. Severson and Todor M. Markov and Yang-Hung Liao and Michael H. Chen and Bryan Cheong and Nicholas Perkins and Zi Yang and Patrick K. Herring and Muratahan Aykol and Stephen J. Harris and Richard D. Braatz and Stefano Ermon and William C. Chueh},
  year = {2020},
  doi = {10.1038/s41586-020-1994-5},
  url = {https://doi.org/10.1038/s41586-020-1994-5},
  researchr = {https://researchr.org/publication/AttiaGJSMLCCPYH20},
  cites = {0},
  citedby = {0},
  journal = {Nature},
  volume = {578},
  number = {7795},
  pages = {397-402},
}