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battery-parameter-spaces

NOTE: This repository precedes the repository located here, associated with this paper:

Closed-loop optimization of fast-charging protocols for batteries with machine learning
Peter Attia*, Aditya Grover*, Norman Jin, Kristen Severson, Todor Markov, Yang-Hung Liao, Michael Chen, Bryan Cheong, Nicholas Perkins, Zi Yang, Patrick Herring, Muratahan Aykol, Stephen Harris, Richard Braatz, Stefano Ermon, William Chueh
Nature, 2020

* equal contribution

This repository is currently unmaintained.

Files:

  • closed_loop_oed_hyperparameters.py: hyperparamater optimization code
  • closed_loop_oed.py: OED code
  • contour_lifetimes.py: Generates contour plot of lifetimes
  • contour_points_general.py: Generates contour plot of points (script)
  • contour_points.py: Generates contour plot of points (function)
  • generate_predictions.py: Used in hyperparameter optimization to generate predictions using the simulator
  • policies.py: Creates parameter spaces
  • sim_with_seed.py: Lifetime simulator for hyperparamater optimization

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