MS132C Machine Learning and AI in Constitutive Modeling of Complex Materials III
Main Organizer:
Dr.
Francisco Sahli Costabal
(
Pontificia Universidad Católica de Chile
, Chile
)
Chaired by:
Dr. Siddhant Kumar (Delft University of Technology , Netherlands) , Prof. WaiChing Sun (Columbia University , United States)
Dr. Siddhant Kumar (Delft University of Technology , Netherlands) , Prof. WaiChing Sun (Columbia University , United States)
Scheduled presentations:
-
Keynote
Viscoelasticity with Physics-Augmented Neural Networks: Model Formulation and Training Strategies
-
RNN based Surrogate Model Representing Path-Dependent Plasticity of Truss-, Shell- and Plate Lattice Metamaterials
-
Neural Generalized Standard Material for Viscoelasticity: Partially Input Convex Neural Network Homogenization
-
Implicit Learning of Elastoplastic Behaviors
-
A Framework for Data-driven Constitutive Modelling with Internal Variables and its Integration in the Finite Element Method
