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cond-mat.mtrl-sci2026
Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models
Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen +2
A key problem of solid mechanics is the identification of the constitutive law of a material, that is, the relation between strain history and stress. Machine learning has lead to…
cond-mat.mtrl-sci2023
Viscoelastic Constitutive Artificial Neural Networks (vCANNs) a framework for data-driven anisotropic nonlinear finite viscoelasticity
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
The constitutive behavior of polymeric materials is often modeled by finite linear viscoelastic (FLV) or quasi-linear viscoelastic (QLV) models. These popular models are simplifica…