A Cooperative Game for Automated Generations of Elasto-Plasticity Theories and Models with AI-Guided Experimentation

W. Sun, K. Wang and Q. Du

Abstract

A Model-free Data-driven Approach for Plasticity

R. Eggersmann, T. Kirchdoerfer, S. Reese, L. Stainier and M. Ortiz

Abstract

Training and Testing a Machine Learning Based Elasto-plasticity Model

D. Huang, C. Weißenfels and P. Wriggers

Abstract

Machine Learning based Multiscale Modeling of Deformation of Multiphase Microstructures

A. Alankar, A. Beniwal and R. Dadhich

Abstract

A Study of Machine Learning Approaches to Predict Flow Curves at Different Temperatures and Strain-rates

P. Wechsuwanmanee, W. Zhang, J. Lian and S. Münstermann

Abstract

Learning Dislocation Dynamics: a Machine Learning Approach based on 2D Discrete Dislocation Dynamics

H. Song and S. Sandfeld

Abstract