Non-destructive testing and evaluation of composite materials/structures: A state-of-the-art review
Composite materials/structures are advancing in product efficiency, cost-effectiveness and
the development of superior specific properties. There are increasing demands in their …
the development of superior specific properties. There are increasing demands in their …
Damage mechanism identification in composites via machine learning and acoustic emission
Damage mechanism identification has scientific and practical ramifications for the structural
health monitoring, design, and application of composite systems. Recent advances in …
health monitoring, design, and application of composite systems. Recent advances in …
Damage characterization of CFRP laminates using acoustic emission and digital image correlation: Clustering, damage identification and classification
LB Andraju, G Raju - Engineering Fracture Mechanics, 2023 - Elsevier
Damage mechanisms in composite laminates are quite complex, and it is necessary to
perceive their effects on the degradation of laminate mechanical properties. This work …
perceive their effects on the degradation of laminate mechanical properties. This work …
A waveform-based clustering and machine learning method for damage mode identification in CFRP laminates
J Wang, W Zhou, X Ren, M Su, J Liu - Composite Structures, 2023 - Elsevier
To gain an insight into the damage mechanism in carbon fiber reinforced polymer, a real-
time analytical approach for damage mode identification of composite based on machine …
time analytical approach for damage mode identification of composite based on machine …
A machine learning framework for damage mechanism identification from acoustic emissions in unidirectional SiC/SiC composites
C Muir, B Swaminathan, K Fields… - npj Computational …, 2021 - nature.com
In this work, we demonstrate that damage mechanism identification from acoustic emission
(AE) signals generated in minicomposites with elastically similar constituents is possible. AE …
(AE) signals generated in minicomposites with elastically similar constituents is possible. AE …
Damage mode identification in carbon/epoxy composite via machine learning and acoustic emission
S Qiao, M Huang, Y Liang, S Zhang… - Polymer …, 2023 - Wiley Online Library
Combining acoustic emission (AE) and machine learning algorithms to understand damage
and failure of carbon fiber reinforced polymer (CFRP) under bending loads is a challenging …
and failure of carbon fiber reinforced polymer (CFRP) under bending loads is a challenging …
Review on acoustic emission source location, damage recognition and lifetime prediction of fiber-reinforced composites
W Zhou, Z Pan, J Wang, S Qiao, L Ma, J Liu… - Journal of Materials …, 2023 - Springer
Acoustic emission technology is an effective nondestructive testing method for fiber-
reinforced composites, which can monitor the damage process in real time. The main …
reinforced composites, which can monitor the damage process in real time. The main …
Flexural damage and failure behavior of 3D printed continuous fiber composites by complementary nondestructive testing technology
Z Pan, W Zhou, K Zhang, L Ma, J Liu - Polymer Composites, 2022 - Wiley Online Library
It is necessary to investigate the flexural damage and evolution behavior of 3D printed
continuous fiber‐reinforced composites. In this paper, acoustic emission technology (AE) is …
continuous fiber‐reinforced composites. In this paper, acoustic emission technology (AE) is …
Acoustic emission detection of filament wound CFRP composite structure damage based on Mel spectrogram and deep learning
X Ren, J Wang, Y Liang, L Ma, W Zhou - Thin-Walled Structures, 2024 - Elsevier
This paper investigates the hoop tensile mechanical properties, damage mode
classification, and damage evolution process of the filament wound CFRP composite …
classification, and damage evolution process of the filament wound CFRP composite …
Assessment of damage in hydraulic concrete by gray wolf optimization‐support vector machine model and hierarchical clustering analysis of acoustic emission
Acoustic emission (AE) is a useful method for recording fracture processes in concrete. In
this work, AE data are recorded during three‐point bending tests to fracture of hydraulic …
this work, AE data are recorded during three‐point bending tests to fracture of hydraulic …