MS151B Physics-Augmented Machine Learning Methods for Constitutive Modeling II
Main Organizer:
Mr.
Dominik K. Klein
(
TU Darmstadt
, Germany
)
Chaired by:
Dr. Knut Andreas Meyer (Chalmers University of Technology , Sweden) , Prof. Markus Kästner (TU Dresden , Germany)
Dr. Knut Andreas Meyer (Chalmers University of Technology , Sweden) , Prof. Markus Kästner (TU Dresden , Germany)
Scheduled presentations:
-
Machine Learning-Accelerated Cyclic Plasticity Simulations
-
Learning Elastoplastic Material Behavior via Physics-informed Neural Networks and Neural Operators
-
Energy-driven Neural Constitutive Modeling: Thermodynamically Admissible Framework for Multiaxial Plasticity
-
Mullins softening with parametrized neural network constitutive models
-
Physics-Encoded Neural Network Modeling of Ductile Fracture in Pearlitic Steel
