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C. G. Tetsassi Feugmo

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Open access Oct 2026

A Systematic Benchmark of Physics-Informed Neural NetworkStrategies for Stiff Ion Transport in Lithium Symmetric Cells

The Poisson–Nernst–Planck (PNP) system governs ion transport in lithium-ion battery electrolytes and presents a canonical stiff coupled PDE challenge: extreme coefficient ratios, sharp electric double-layer boundary layers, and nonlinear coupling between the Poisson and Nernst–Planck equations. Physics-informed neura...

David Pankaczy, C. G. Tetsassi Feugmo · 0 citations

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