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