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cs.LG2024★ 15 cited
Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling
Hagen Holthusen, Tim Brepols, Kevin Linka +1
Soft biological tissues exhibit a tendency to maintain a preferred state of tensile stress, known as tensional homeostasis, which is restored even after external mechanical stimuli…
cond-mat.soft2024
Best-in-class modeling: A novel strategy to discover constitutive models for soft matter systems
Kevin Linka, Ellen Kuhl
The ability to automatically discover interpretable mathematical models from data could forever change how we model soft matter systems. For convex discovery problems with a unique…