[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 …

[HTML][HTML] Advanced computational modelling of composite materials

ZQ Cheng, H Liu, W Tan - Engineering Fracture Mechanics, 2024 - Elsevier
This review paper presents an overview of computational methods for modelling the failure
of composite materials, with a focus on fracture modelling. The paper begins by discussing …

Design optimization of laminated composite structures using artificial neural network and genetic algorithm

X Liu, J Qin, K Zhao, CA Featherston, D Kennedy… - Composite …, 2023 - Elsevier
In this paper, an efficient method for performing minimum weight optimization of composite
laminates using artificial neural network (ANN) based surrogate models is proposed. By …

[HTML][HTML] Using machine learning to predict the long-term performance of fibre-reinforced polymer structures: A state-of-the-art review

C Machello, M Bazli, A Rajabipour, HM Rad… - … and Building Materials, 2023 - Elsevier
When exposed to environmental conditions, fibre-reinforced polymer (FRP) composites are
prone to material degradation. The environmental reduction factor in different structural …

Development of machine learning methods for mechanical problems associated with fibre composite materials: A review

M Liu, H Li, H Zhou, H Zhang, G Huang - Composites Communications, 2024 - Elsevier
Fibre composite materials (FCMs) are widely used in the aerospace, military defence, and
engineering manufacturing industries due to their high strength and high modulus …

A review on the mechanical behaviour of curvilinear fibre composite laminated panels

P Ribeiro, H Akhavan, A Teter… - Journal of Composite …, 2014 - journals.sagepub.com
A review on works that investigate the mechanical behaviour of variable stiffness composite
laminated panels is carried out in this paper. The review mostly focuses on buckling, failure …

Novel hybrid robust method for uncertain reliability analysis using finite conjugate map

SP Zhu, B Keshtegar, M Bagheri, P Hao… - Computer Methods in …, 2020 - Elsevier
Due to the limitation of measured data, the random and epistemic uncertainties must be
simultaneously handled for the reliability analysis of curvilinear aircraft stiffened panels with …

A comparative study of the mechanical properties and failure behavior of carbon fiber/epoxy and carbon fiber/polyamide 6 unidirectional composites

Y Ma, M Ueda, T Yokozeki, T Sugahara, Y Yang… - Composite …, 2017 - Elsevier
Two types of unidirectional carbon fiber reinforced plastic were fabricated using identical
carbon fibers but different matrix systems. Thermoplastic polyamide 6 and thermosetting …

Buckling analysis and structural optimization of multiple-material omega stiffened composite panel

J Zhang, W Jia, X Peng, X Lu, J Li… - Mechanics of Advanced …, 2025 - Taylor & Francis
This paper investigates the effects of multiple materials configurations on the buckling
performance, total mass, and manufacturing cost of an existing omega stiffened composite …