math.NA · 2026-06-15 · No. 24
Numerical Analysis, 2026-06-15.
1 new papers in math.NA. Titles, authors,
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01 — The papers
1 entries-
01
Robin-Neumann Coupling of PINN and FEM Solvers: A Steklov-Poincaré View, with Application to Fluid-Structure Interaction with Contact
Mikel Landajuela
math.NA · cs.LG
Physics-informed neural networks (PINNs) are meshless and carry moving geometry and topology change through resampling of collocation points; the finite-element method (FEM) is the workhorse for boundary-fitted discretisations. Coupling the two across a shared interface promises the best of both, yet existing PINN-FEM schemes are validated only empirically. We put the coupling on a domain-decomposition footing: viewing each solver as a...
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