A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications

O Avci, O Abdeljaber, S Kiranyaz, M Hussein… - Mechanical systems and …, 2021 - Elsevier
Monitoring structural damage is extremely important for sustaining and preserving the
service life of civil structures. While successful monitoring provides resolute and staunch …

Structural health monitoring in composite structures: A comprehensive review

S Hassani, M Mousavi, AH Gandomi - Sensors, 2021 - mdpi.com
This study presents a comprehensive review of the history of research and development of
different damage-detection methods in the realm of composite structures. Different fields of …

In-flight and wireless damage detection in a UAV composite wing using fiber optic sensors and strain field pattern recognition

J Alvarez-Montoya, A Carvajal-Castrillón… - … Systems and Signal …, 2020 - Elsevier
Aiming to provide more efficient, lightweight structures, composite materials are being
extensively used in aerospace vehicles. As the failure mechanisms of these materials are …

Comparative study of IoT-based topology maintenance protocol in a wireless sensor network for structural health monitoring

ME Haque, M Asikuzzaman, IU Khan, IH Ra… - Remote sensing, 2020 - mdpi.com
A structural health monitoring (SHM) system is an approach for identifying the damages
caused to various kinds of structures using different system functions and providing the …

Damage detection of in-service steel railway bridges using a fine k-nearest neighbor machine learning classifier

A Ghiasi, CT Ng, AH Sheikh - Structures, 2022 - Elsevier
Minor areas of surface corrosion in steel railway bridges can grow progressively and lead to
localized section losses and structural failure over time. This paper proposes a novel …

Damage detection with ultrasonic guided waves using machine learning and aggregated baselines

V Nerlikar, O Mesnil, R Miorelli… - Structural Health …, 2024 - journals.sagepub.com
In guided wave (GW)-based structural health monitoring (SHM), ultrasonic elastic waves are
used to detect damages in structures by comparing the acquired signals with those acquired …

Deep learning-based Structural Health Monitoring for damage detection on a large space antenna

P Iannelli, F Angeletti, P Gasbarri, M Panella, A Rosato - Acta Astronautica, 2022 - Elsevier
Due to the stringent requirements imposed by state-of-the-art technologies, most of modern
spacecrafts are now equipped with very large substructures such as antennas, deployable …

A comparative study of damage-sensitive features for rapid data-driven seismic structural health monitoring

Y Reuland, P Martakis, E Chatzi - Applied Sciences, 2023 - mdpi.com
Rapid post-earthquake damage assessment forms a critical element of resilience, ensuring
a prompt and functional recovery of the built environment. Monitoring-based approaches …

Challenges in applying vibration-based damage detection to highway bridge structures

B Tefera, A Zekaria, A Gebre - Asian Journal of Civil Engineering, 2023 - Springer
Due to the growth of wireless sensors, data loggers, and signal processing technologies,
there has been a growing interest in the detection of damage to civil engineering …

A hybrid methodology for structural damage detection uniting FEM and 1D-CNNs: Demonstration on typical high-pile wharf

Y Zhou, Y Zheng, Y Liu, T Pan, Y Zhou - Mechanical Systems and Signal …, 2022 - Elsevier
Vibration-based structural damage detection (SDD) has been a subject of intense research
in structural health monitoring (SHM) for large civil engineering structures over the decades …