MS151A Physics-Augmented Machine Learning Methods for Constitutive Modeling I
Main Organizer:
Mr.
Dominik K. Klein
(
TU Darmstadt
, Germany
)
Chaired by:
Mr. Dominik K. Klein (TU Darmstadt , Germany) , Dr. Karl Kalina (TU Dresden , Germany)
Mr. Dominik K. Klein (TU Darmstadt , Germany) , Dr. Karl Kalina (TU Dresden , Germany)
Scheduled presentations:
-
Keynote
Validation Criteria for Data-driven Models of History-dependent Materials
-
Complementing Neural Networks with Anisotropic Inelasticity at Finite Strains
-
Symbolic Regression of Convex Dissipation Potentials for Viscoelastic Materials via a Grammar-Based Search Space
-
Neural Network Constitutive Modeling of Viscoelastic Rubber-Like Materials
-
Mechanism-Based Data-Driven Viscoplasticity of Glassy Polymers and LLM-Enabled Chat-Mechanics
