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Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines

In this paper, we propose and demonstrate a damage detection technique based on the automatic classification of the Lamb wave signals acquired on a metallic plate. In the reported experiments, Lamb waves are excited in an aluminum plate through a piezoelectric transducer glued onto the monitored str...

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Autores principales: Zahoor, Rizwan, Catalano, Ester, Vallifuoco, Raffaele, Zeni, Luigi, Minardo, Aldo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9920295/
https://www.ncbi.nlm.nih.gov/pubmed/36772139
http://dx.doi.org/10.3390/s23031099
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author Zahoor, Rizwan
Catalano, Ester
Vallifuoco, Raffaele
Zeni, Luigi
Minardo, Aldo
author_facet Zahoor, Rizwan
Catalano, Ester
Vallifuoco, Raffaele
Zeni, Luigi
Minardo, Aldo
author_sort Zahoor, Rizwan
collection PubMed
description In this paper, we propose and demonstrate a damage detection technique based on the automatic classification of the Lamb wave signals acquired on a metallic plate. In the reported experiments, Lamb waves are excited in an aluminum plate through a piezoelectric transducer glued onto the monitored structure. The response of the monitored structure is detected through a high-resolution phase-sensitive optical time-domain reflectometer (ϕ-OTDR). The presence and location of a small perturbation, induced by placing a lumped mass of 5 g on the plate, are determined by processing the optical fiber sensor data through support vector machine (SVM) classifiers trained with experimental data. The results show that the proposed method takes full advantage of the multipoint sensing nature of the ϕ-OTDR technology, resulting in accurate damage detection and localization.
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spelling pubmed-99202952023-02-12 Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines Zahoor, Rizwan Catalano, Ester Vallifuoco, Raffaele Zeni, Luigi Minardo, Aldo Sensors (Basel) Article In this paper, we propose and demonstrate a damage detection technique based on the automatic classification of the Lamb wave signals acquired on a metallic plate. In the reported experiments, Lamb waves are excited in an aluminum plate through a piezoelectric transducer glued onto the monitored structure. The response of the monitored structure is detected through a high-resolution phase-sensitive optical time-domain reflectometer (ϕ-OTDR). The presence and location of a small perturbation, induced by placing a lumped mass of 5 g on the plate, are determined by processing the optical fiber sensor data through support vector machine (SVM) classifiers trained with experimental data. The results show that the proposed method takes full advantage of the multipoint sensing nature of the ϕ-OTDR technology, resulting in accurate damage detection and localization. MDPI 2023-01-18 /pmc/articles/PMC9920295/ /pubmed/36772139 http://dx.doi.org/10.3390/s23031099 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zahoor, Rizwan
Catalano, Ester
Vallifuoco, Raffaele
Zeni, Luigi
Minardo, Aldo
Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title_full Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title_fullStr Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title_full_unstemmed Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title_short Automated Damage Detection Using Lamb Wave-Based Phase-Sensitive OTDR and Support Vector Machines
title_sort automated damage detection using lamb wave-based phase-sensitive otdr and support vector machines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9920295/
https://www.ncbi.nlm.nih.gov/pubmed/36772139
http://dx.doi.org/10.3390/s23031099
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