Search Results for author: Corey R. Randall

Found 2 papers, 2 papers with code

PINN surrogate of Li-ion battery models for parameter inference. Part II: Regularization and application of the pseudo-2D model

1 code implementation • 28 Dec 2023 • Malik Hassanaly, Peter J. Weddle, Ryan N. King, Subhayan De, Alireza Doostan, Corey R. Randall, Eric J. Dufek, Andrew M. Colclasure, Kandler Smith

To reduce the computational cost of Bayesian calibration, numerical solvers for physics-based models can be replaced with faster surrogates.

Paper
Code

PINN surrogate of Li-ion battery models for parameter inference. Part I: Implementation and multi-fidelity hierarchies for the single-particle model

1 code implementation • 28 Dec 2023 • Malik Hassanaly, Peter J. Weddle, Ryan N. King, Subhayan De, Alireza Doostan, Corey R. Randall, Eric J. Dufek, Andrew M. Colclasure, Kandler Smith

The techniques used to develop a PINN surrogate of the SPM are extended in Part II for the PINN surrogate for the P2D battery model, and explore the Bayesian calibration capabilities of both surrogates.

Paper
Code

Cannot find the paper you are looking for? You can Submit a new open access paper.