Data-Driven Design for Metamaterials and Multiscale Systems: A Review

Data-Driven Design for Metamaterials and Multiscale Systems: A Review

1 July 2023

Wei Chen

Papers citing "Data-Driven Design for Metamaterials and Multiscale Systems: A Review"

13 / 13 papers shown

Title
Reduced-order structure-property linkages for stochastic metamaterials Hooman Danesh Maruthi Annamaraju T. Brepols Stefanie Reese Surya R. Kalidindi 15 0 0 02 May 2025
Populating cellular metamaterials on the extrema of attainable elasticity through neuroevolution Maohua Yan Ruicheng Wang Ke Liu 62 1 0 15 Dec 2024
Machine Learning-Guided Design of Non-Reciprocal and Asymmetric Elastic Chiral Metamaterials Lingxiao Yuan Emma Lejeune Harold S. Park 23 0 0 19 Apr 2024
Generative Inverse Design of Metamaterials with Functional Responses by Interpretable Learning Wei Chen Rachel Sun Doksoo Lee Carlos M. Portela Wei Chen AI4CE 19 3 0 08 Dec 2023
DATED: Guidelines for Creating Synthetic Datasets for Engineering Design Applications Cyril Picard Jürg Schiffmann Faez Ahmed 20 8 0 15 May 2023
Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design Hengrui Zhang WeiWayneChen Akshay Iyer D. Apley Wei-Neng Chen AI4CE 31 11 0 11 Jul 2022
A Data-Centric Approach for Training Deep Neural Networks with Less Data Mohammad Motamedi Nikolay Sakharnykh T. Kaldewey 59 66 0 07 Oct 2021
Surface Multigrid via Intrinsic Prolongation Hsueh-Ti Derek Liu J. Zhang M. Ben-Chen Alec Jacobson AI4CE 23 32 0 28 Apr 2021
Physics-informed neural networks with hard constraints for inverse design Lu Lu R. Pestourie Wenjie Yao Zhicheng Wang F. Verdugo Steven G. Johnson PINN 39 489 0 09 Feb 2021
FEA-Net: A Physics-guided Data-driven Model for Efficient Mechanical Response Prediction Houpu Yao Yi Gao Yongming Liu AI4CE 49 66 0 31 Jan 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
$Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks$ Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks Jiaqi Jiang David Sell Stephan Hoyer Jason Hickey Jianji Yang Jonathan A. Fan 24 221 0 29 Nov 2018
Determinantal point processes for machine learning Alex Kulesza B. Taskar 160 1,122 0 25 Jul 2012