61 citations · 61 across the 1 of their papers we have counts for
2 papers
physics.comp-ph2026
Neural network scaling and generalization for 3D strain fields in heterogeneous materials
Lucas Fourel, Paul Devianne, Marine Debouvry +5
Computational homogenization and coupled multiscale simulations of heterogeneous materials require repeated solution of mechanical fields on Representative Volume Elements, which b…
cond-mat.mtrl-sci2023★ 61 cited
Prediction of local elasto-plastic stress and strain fields in a two-phase composite microstructure using a deep convolutional neural network
Indrashish Saha, Ashwini Gupta, Lori Graham-Brady
Design and analysis of inelastic materials requires prediction of physical responses that evolve under loading. Numerical simulation of such behavior using finite element (FE) appr…