Search Results for author: Martin Z. Bazant

Found 3 papers, 2 papers with code

Interpretation of High-Dimensional Linear Regression: Effects of Nullspace and Regularization Demonstrated on Battery Data

1 code implementation1 Sep 2023 Joachim Schaeffer, Eric Lenz, William C. Chueh, Martin Z. Bazant, Rolf Findeisen, Richard D. Braatz

We developed an optimization formulation to compare regression coefficients and coefficients obtained by physical engineering knowledge to understand which part of the coefficient differences are close to the nullspace.

regression

Ion Clusters and Networks in "Water-in-Salt Electrolytes"

no code implementations8 Mar 2021 Michael McEldrew, Zachary A. H. Goodwin, Sheng Bi, Alexei A. Kornyshev, Martin Z. Bazant

Our model is able to quantitatively reproduce the populations of ionic clusters of different sizes as a function of salt concentration, the critical salt concentration for ionic gelation, and the fraction of ions incorporated into the ionic gel, as observed from molecular simulations of three different lithium-based WiSEs.

Chemical Physics Soft Condensed Matter Statistical Mechanics

Multiphase Porous Electrode Theory

2 code implementations27 Feb 2017 Raymond B. Smith, Martin Z. Bazant

Classical concentrated solution theory is implemented for the electrolyte phase, and Newman's porous electrode theory is recovered in the limit of solid-solution active materials with Butler-Volmer kinetics.

Chemical Physics

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