PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model. - Malik Hassanaly; Peter J. Weddle; Ryan N. King; Subhayan De; Alireza Doostan; Corey R. Randall; Eric J. Dufek; Andrew M. Colclasure; Kandler Smith (CoRR, 2023)

PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model. - Malik Hassanaly; Peter J. Weddle; Ryan N. King; Subhayan De; Alireza Doostan; Corey R. Randall; Eric J. Dufek; Andrew M. Colclasure; Kandler Smith (CoRR, 2023)