WCCM ECCOMAS 2026

MS132D Machine Learning and AI in Constitutive Modeling of Complex Materials IV

Main Organizer: Dr. Francisco Sahli Costabal ( Pontificia Universidad Católica de Chile , Chile )

Wed, 22/07/2026
11:30 - 13:00
ICM - B11
MS132D

Chaired by:
Prof. WaiChing Sun (Columbia University , United States) , Prof. Jan Fuhg (The University of Texas at Austin , United States)

Scheduled presentations:

Data-Driven Modelling of Path-Dependent Materials for Compiling in Full-Scale Earthquake Engineering Simulations
*A. Younesian (The University of British Columbia), S. Alam (The University of British Columbia)
Hypre-Homogenization Via Hypernetworks
*B. Alheit (TU Delft), X. Xu (TU Delft), S. Kumar (TU Delft), M. Peirlinck (TU Delft)
AI-Driven Surrogate Modeling for Composites: Industrial Integration and a Practical Path to Affordable FE² and FE-FFT
S. Derebail Muralidhar (Hexagon), *G. Lemoine (Hexagon)
Physics-Augmented Neural Modeling of Multiscale Frictional Contact
*J. Fuhg (The University of Texas at Austin), S. Kumar (The University of Texas at Austin)
Hybrid Data-Driven Constitutive Modeling Framework for Shape Memory Alloys
*H. Tian (Texas A&M University), D. Lagoudas (Texas A&M University)