2 papers
physics.data-an2026
Neural posterior estimation for scalable and accurate inverse parameter inference in Li-ion batteries
Malik Hassanaly, Corey R. Randall, Peter J. Weddle +4
Diagnosing the internal state of Li-ion batteries is critical for battery research, operation of real-world systems, and prognostic evaluation of remaining lifetime. By using physi…
cs.LG2024
Thermodynamically-Informed Iterative Neural Operators for Heterogeneous Elastic Localization
Conlain Kelly, Surya R. Kalidindi
Engineering problems frequently require solution of governing equations with spatially-varying discontinuous coefficients. Even for linear elliptic problems, mapping large ensemble…