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Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions

Karl A. Kalina, Jörg Brummund, WaiChing Sun, Markus Kästner

2025Computer Methods in Applied Mechanics and Engineering33 citationsDOIOpen Access PDF

Topics & Concepts

Hyperelastic materialIsotropyTensor (intrinsic definition)AnisotropyInvariants of tensorsMathematicsMathematical analysisPure mathematicsPhysicsNonlinear systemOpticsQuantum mechanicsElasticity and Material ModelingModel Reduction and Neural NetworksElasticity and Wave Propagation
Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions | Litcius