Neural networks meet hyperelasticity: A guide to enforcing physics
Lennart Linden, Dominik K. Klein, Karl A. Kalina, Jörg Brummund, Oliver Weeger, Markus Kästner
Topics & Concepts
Hyperelastic materialIsotropyArtificial neural networkNonlinear systemTransverse isotropyConstitutive equationOgdenCompressibilityTensor (intrinsic definition)Applied mathematicsMathematicsStatistical physicsComputer sciencePhysicsFinite element methodArtificial intelligenceGeometryMechanicsEngineeringStructural engineeringQuantum mechanicsThermodynamicsElasticity and Material ModelingModel Reduction and Neural NetworksAdvanced Numerical Methods in Computational Mathematics