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