LS-DYNA machine learning–based multiscale method for nonlinear modeling of short fiber–reinforced composites

H Wei, CT Wu, W Hu, TH Su, H Oura… - Journal of …, 2023 - ascelibrary.org
Short fiber–reinforced composites (SFRCs) are high-performance engineering materials for
lightweight structural applications in the automotive and electronics industries. Typically …

An automated computation method for flexible protection systems based on neural networks

L Liao, Z Yu, X Yang, L Zhang, G Bai, Y Jin - Computers and Geotechnics, 2024 - Elsevier
An automated computation method is proposed in this paper to address the problems of
enormous computational difficulty and low efficiency in flexible protection systems. This …

Graph-enhanced deep material network: multiscale materials modeling with microstructural informatics

JG Jean, TH Su, SJ Huang, CT Wu, CS Chen - Computational Mechanics, 2024 - Springer
This study addresses the fundamental challenge of extending the deep material network
(DMN) to accommodate multiple microstructures. DMN has gained significant attention due …

[PDF][PDF] Retrieval-Augmented Generation in Engineering Design

DP Ghosh, DA Team - 2024 - researchgate.net
This paper explores the application of Retrieval-Augmented Generation (RAG) in
engineering design, examining its potential to revolutionize the design process through …