most citedPINNverse: Accurate parameter estimation in differential equations from noisy data with constrained physics-informed neural networks

1 citations · 1 across the 1 of their papers we have counts for

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2 papers

physics.bio-ph2025

Simulating Organogenesis in COMSOL Multiphysics: Tissue Patterning with Directed Cell Migration

Malte Mederacke, Chengyou Yu, Roman Vetter +1

We present a COMSOL Multiphysics implementation of a continuum model for directed cell migration, a key mechanism underlying tissue self-organization and morphogenesis. The model i…

cs.LG2025★ 1 cited

PINNverse: Accurate parameter estimation in differential equations from noisy data with constrained physics-informed neural networks

Marius Almanstötter, Roman Vetter, Dagmar Iber

Parameter estimation for differential equations from measured data is an inverse problem prevalent across quantitative sciences. Physics-Informed Neural Networks (PINNs) have emerg…