3 citations · 3 across the 1 of their papers we have counts for
2 papers
physics.comp-ph2025★ 3 cited
Multiscale Analysis of Woven Composites Using Hierarchical Physically Recurrent Neural Networks
Ehsan Ghane, Marina A. Maia, Iuri B. C. M. Rocha +2
Multiscale homogenization of woven composites requires detailed micromechanical evaluations, leading to high computational costs. Data-driven surrogate models based on neural netwo…
cond-mat.mtrl-sci2023
Recurrent neural networks and transfer learning for elasto-plasticity in woven composites
Ehsan Ghane, Martin Fagerström, Mohsen Mirkhalaf
As a surrogate for computationally intensive meso-scale simulation of woven composites, this article presents Recurrent Neural Network (RNN) models. Leveraging the power of transfe…