[HTML][HTML] A review of artificial neural networks in the constitutive modeling of composite materials

X Liu, S Tian, F Tao, W Yu - Composites Part B: Engineering, 2021 - Elsevier
Abstract Machine learning models are increasingly used in many engineering fields thanks
to the widespread digital data, growing computing power, and advanced algorithms. The …

A state-of-the-art review on machine learning-based multiscale modeling, simulation, homogenization and design of materials

D Bishara, Y **e, WK Liu, S Li - Archives of computational methods in …, 2023 - Springer
Multiscale simulation and homogenization of materials have become the major
computational technology as well as engineering tools in material modeling and material …

[HTML][HTML] Generation of 3D representative volume elements for heterogeneous materials: A review

S Bargmann, B Klusemann, J Markmann… - Progress in Materials …, 2018 - Elsevier
This work reviews state of the art representative volume element (RVE) generation
techniques for heterogeneous materials. To this end, we present a systematic classification …

Multiscale modeling of composite materials: a roadmap towards virtual testing

J LLorca, C González… - Advanced …, 2011 - Wiley Online Library
A bottom‐up, multiscale modeling approach is presented to carry out high‐fidelity virtual
mechanical tests of composite materials and structures. The strategy begins with the in situ …

Potential fabric-reinforced composites: a comprehensive review

KMF Hasan, PG Horváth, T Alpár - Journal of Materials Science, 2021 - Springer
Fabric-based laminated composites are used considerably for multifaceted applications in
the automotive, transportation, defense, and structural construction sectors. The fabrics used …

[HTML][HTML] Quantification of the internal structure and automatic generation of voxel models of textile composites from X-ray computed tomography data

I Straumit, SV Lomov, M Wevers - Composites Part A: Applied Science and …, 2015 - Elsevier
X-ray computed tomography provides an opportunity for a detailed examination of the inner
structure of fibre reinforced composites. Three-dimensional images, obtained with micro-CT …

Mechanics of random fiber networks—a review

RC Picu - Soft Matter, 2011 - pubs.rsc.org
This article presents a review of the current understanding of the mechanics of random fiber
networks. The discussion refers to athermal fiber networks, for which the governing …

Multiscale mechanics and molecular dynamics simulations of the durability of fiber-reinforced polymer composites

K Lin, Z Wang - Communications Materials, 2023 - nature.com
Fiber-reinforced polymer (FRP) composites have gained widespread applications in many
engineering fields, making it imperative to study long-term performance under service …

[HTML][HTML] Experimental and computational composite textile reinforcement forming: A review

T Gereke, O Döbrich, M Hübner, C Cherif - Composites Part A: Applied …, 2013 - Elsevier
Preforming is an important step in the manufacturing of textile-reinforced composites with
resin infusion processes. It is important to control the fiber orientation to avoid fiber …

[HTML][HTML] Numerical forming of continuous fibre reinforced composite material: A review

P Bussetta, N Correia - Composites Part A: Applied Science and …, 2018 - Elsevier
This article presents a survey of the literature about the numerical forming of continuous fibre
reinforced composite material. This review shows that in spite of some models are defined …