Enhancing multiscale simulations with constitutive relations‐aware deep operator networks

H Eivazi, M Alikhani, JA Tröger, S Wittek, S Hartmann… - PAMM, 2024 - Wiley Online Library
Multiscale problems are widely observed across diverse domains in physics and
engineering. Translating these problems into numerical simulations and solving them using …

Digital twins to understand complex systems

A Ecker - SWZ Mini Workshop “Simulation meets AI”, 2024 - simzentrum.de
Multiscale computations using finite elements, commonly abbreviated as FE2, have gained
significant interest in recent research due to their ability to account for the heterogeneous …