A review of machine learning for progressive damage modelling of fiber-reinforced composites

JYY Loh, KM Yeoh, K Raju, VNH Pham… - Applied Composite …, 2024 - Springer
The accurate prediction of failure of load-bearing fiber-reinforced structures remains a
challenge due to the complex interacting failure modes at multiple length scales. In recent …

A systematic review on translaminar fracture damage propagation in fiber-reinforced polymer composites

FM Monticeli, FR Fuga, MV Donadon - Thin-Walled Structures, 2023 - Elsevier
This paper describes a systematic review on the propagation of translaminar damage in
FRP considering different specimen configurations, data reduction schemes, fracture …

Progressive damage analysis and experiments of open-hole composite laminates subjected to compression loads

Z Liu, L Yan, Z Wu, J Zhou, H Wei, S Zhang… - Engineering Failure …, 2023 - Elsevier
Due to the stress concentration caused by the hole, failure of composite structures is prone
to start in the vicinity of the hole edge. Thereby, it is very necessary to investigate the failure …

[HTML][HTML] Higher-order sensitivity analyses to understand the role of FE input parameters on the simulation of composites in progressive fracture tests

J Reiner - Composite Structures, 2025 - Elsevier
With the rise of data-driven engineering methods, such as machine learning, a
comprehensive understanding of the underlying data fed into these algorithms is required …

Effects of ply thickness and 0°-layer ratio on failure mechanism of open-hole and filled-hole tensile tests of thin-ply composite laminates

R Aoki, R Higuchi, T Yokozeki, K Aoki, S Uchiyama… - Composite …, 2022 - Elsevier
Thin-ply technology provides increasing possibilities for composite structures, expanding the
design space for ply thickness and laminate layup. This study examines the effects of ply …

[HTML][HTML] Finite element modeling for cohesive/adhesive failure of adhesive structures with a thermosetting resin

Y Hoshikawa, Y Kawagoe, K Ryuzono… - Engineering Fracture …, 2024 - Elsevier
In this study, we established a novel method based on the finite element method (FEM) for
predicting the strength of adhesive structures. Viscoplasticity, void growth, and cohesive …

[HTML][HTML] Experimental study of hygrothermal ageing effects on failure modes of non-crimp basalt fibre-reinforced epoxy composite

IR Chowdhury, NP O'Dowd, AJ Comer - Composite Structures, 2021 - Elsevier
Turbine blades form the main component for energy generation in renewable energy
generation technologies such as wind and tidal energy. Non-crimp fabric (NCF) based fibre …

[HTML][HTML] Damage deflection and subsequent damage diffusion in carbon–boron fibre hybrid composites under longitudinal compression

T Garulli, TJ Katafiasz, ES Greenhalgh… - Composites Part B …, 2025 - Elsevier
Carbon–boron fibre hybrid composites are claimed to possess outstanding properties under
longitudinal compression, and are therefore extremely attractive for lightweight structures …

[HTML][HTML] Progressive damage analysis in an open hole compression of FRP laminates including fiber kinking and pre-existing damage

V Divse, D Marla, SS Joshi - Composites Part A: Applied Science and …, 2023 - Elsevier
Progressive damage and strength analysis in an open hole compression (OHC) test is
crucial in designing components made of fiber reinforced plastics (FRPs) composites. In this …

Experimental and numerical investigation of the relationship between material defects and elastoplasticity behavior of 3D-printed carbon-fiber-reinforced …

Y Hoshikawa, K Shirasu, R Higuchi, Y Kawagoe… - … Science and Technology, 2023 - Elsevier
In this study, the compressive properties of 3D-printed carbon-fiber-reinforced
thermoplastics (3DP-CFRTPs) were experimentally and analytically investigated. Non-hole …