The need for multi-sensor data fusion in structural health monitoring of composite aircraft structures

AAR Broer, R Benedictus, D Zarouchas - Aerospace, 2022 - mdpi.com
With the increased use of composites in aircraft, many new successful contributions to the
advancement of the structural health monitoring (SHM) field for composite aerospace …

Intelligent structural health monitoring of composite structures using machine learning, deep learning, and transfer learning: a review

MM Azad, S Kim, YB Cheon, HS Kim - Advanced Composite …, 2024 - Taylor & Francis
Structural health monitoring (SHM) methods are essential to guarantee the safety and
integrity of composite structures, which are extensively utilized in aerospace, automobile …

[HTML][HTML] Intelligent health indicator construction for prognostics of composite structures utilizing a semi-supervised deep neural network and SHM data

M Moradi, A Broer, J Chiachío, R Benedictus… - … Applications of Artificial …, 2023 - Elsevier
A health indicator (HI) is a valuable index demonstrating the health level of an engineering
system or structure, which is a direct intermediate connection between raw signals collected …

Spatial-temporal graph convolutional networks (STGCN) based method for localizing acoustic emission sources in composite panels

Z Zhao, NZ Chen - Composite Structures, 2023 - Elsevier
A novel spatial–temporal graph convolutional networks (STGCN) based method for the
regression task of localizing acoustic emission (AE) sources in composite panels is …

Acoustic emission-based remaining useful life prognosis of aeronautical structures subjected to compressive fatigue loading

G Galanopoulos, D Milanoski, N Eleftheroglou… - Engineering …, 2023 - Elsevier
An increasing interest for Structural Health Monitoring has emerged in the last decades.
Acoustic emission (AE) is one of the most popular and widely studied methodologies …

[HTML][HTML] Similarity learning hidden semi-Markov model for adaptive prognostics of composite structures

N Eleftheroglou, G Galanopoulos, T Loutas - Reliability Engineering & …, 2024 - Elsevier
Data-driven methodologies have found increasing usage in the last decade for remaining
useful life (RUL) prognostics of composite materials utilizing structural health monitoring …

Distributed fibre optic monitoring of mode I fatigue crack propagation in adhesive bonded joints and comparison with digital image correlation

RAA Lima, F Migliavacca, LM Martulli… - Theoretical and Applied …, 2022 - Elsevier
The feasibility of applying Optical Backscatter Reflectometry as a backface strain monitoring
method for bonded joints subjected to mode I fatigue crack propagation was studied. Visual …

Intelligent computational methods for damage detection of laminated composite structures for mobility applications: a comprehensive review

MM Azad, Y Cheon, I Raouf, S Khalid… - Archives of Computational …, 2024 - Springer
The mobility applications of laminated composites are constantly expanding due to their
improved mechanical properties and superior strength-to-weight ratio. Such advancements …

Experimental study of delamination process in elastically coupled laminates with the acoustic emission technique

S Samborski, J Rzeczkowski, I Korzec-Strzałka - Engineering Structures, 2024 - Elsevier
This paper aims at experimental study of delamination process in multidirectional composite
laminate exhibiting elastic couplings by using the acoustic emission (AE) technique. The …

A novel strain-based health indicator for the remaining useful life estimation of degrading composite structures

G Galanopoulos, N Eleftheroglou, D Milanoski… - Composite …, 2023 - Elsevier
We present a generic methodology for developing a Health Indicator out of strain-based
Structural Health Monitoring data suitable for implementation in prognostic tasks. For this …