Three-dimensional microstructure generation using generative adversarial
neural networks in the context of continuum micromechanics

Three-dimensional microstructure generation using generative adversarial neural networks in the context of continuum micromechanics

31 May 2022

Alexander Henkes

Henning Wessels

Papers citing "Three-dimensional microstructure generation using generative adversarial neural networks in the context of continuum micromechanics"

10 / 10 papers shown

Title
Position Paper on Materials Design -- A Modern Approach Willi Großmann Sebastian Eilermann Tim Rensmeyer Artur Liebert Michael Hohmann Christian Wittke Oliver Niggemann 19 2 0 18 Dec 2023
Denoising diffusion-based synthetic generation of three-dimensional (3D) anisotropic microstructures from two-dimensional (2D) micrographs Kang-Hyun Lee G. Yun DiffM 21 2 0 13 Dec 2023
FluxGAN: A Physics-Aware Generative Adversarial Network Model for Generating Microstructures That Maintain Target Heat Flux A. Pimachev Manoj Settipalli Sanghamitra Neogi AI4CE 35 0 0 06 Oct 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 43 0 0 27 Sep 2023
Synthesizing realistic sand assemblies with denoising diffusion in latent space Nikolaos N. Vlassis WaiChing Sun K. Alshibli R. Regueiro DiffM 28 6 0 07 Jun 2023
Denoising diffusion algorithm for inverse design of microstructures with fine-tuned nonlinear material properties Nikolaos N. Vlassis WaiChing Sun AI4CE DiffM 22 46 0 24 Feb 2023
DA-VEGAN: Differentiably Augmenting VAE-GAN for microstructure reconstruction from extremely small data sets Yichi Zhang P. Seibert Alexandra Otto Alexander Raßloff M. Ambati M. Kastner SyDa 21 21 0 17 Feb 2023
Spiking neural networks for nonlinear regression Alexander Henkes Jason Eshraghian Henning Wessels 36 27 0 06 Oct 2022
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 174 1,106 0 27 Apr 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 282 10,354 0 12 Dec 2018