2 papers
physics.comp-ph2025
Constitutive Kolmogorov-Arnold Networks (CKANs): Combining Accuracy and Interpretability in Data-Driven Material Modeling
Kian P. Abdolazizi, Roland C. Aydin, Christian J. Cyron +1
Hybrid constitutive modeling integrates two complementary approaches for describing and predicting a material's mechanical behavior: purely data-driven black-box methods and physic…
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…