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PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves

Since mechanical stress in structures affects issues such as strength, expected operational life and dimensional stability, a continuous stress monitoring scheme is necessary for a complete integrity assessment. Consequently, this paper proposes a stress monitoring scheme for cylindrical specimens,...

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Autores principales: Quiroga, Jabid, Mujica, Luis, Villamizar, Rodolfo, Ruiz, Magda, Camacho, Johanatan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750679/
https://www.ncbi.nlm.nih.gov/pubmed/29194384
http://dx.doi.org/10.3390/s17122788
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author Quiroga, Jabid
Mujica, Luis
Villamizar, Rodolfo
Ruiz, Magda
Camacho, Johanatan
author_facet Quiroga, Jabid
Mujica, Luis
Villamizar, Rodolfo
Ruiz, Magda
Camacho, Johanatan
author_sort Quiroga, Jabid
collection PubMed
description Since mechanical stress in structures affects issues such as strength, expected operational life and dimensional stability, a continuous stress monitoring scheme is necessary for a complete integrity assessment. Consequently, this paper proposes a stress monitoring scheme for cylindrical specimens, which are widely used in structures such as pipelines, wind turbines or bridges. The approach consists of tracking guided wave variations due to load changes, by comparing wave statistical patterns via Principal Component Analysis (PCA). Each load scenario is projected to the PCA space by means of a baseline model and represented using the Q-statistical indices. Experimental validation of the proposed methodology is conducted on two specimens: (i) a 12.7 mm ( [Formula: see text] ) diameter, 0.4 m length, AISI 1020 steel rod, and (ii) a 25.4 mm ( [Formula: see text] ) diameter, 6m length, schedule 40, A-106, hollow cylinder. Specimen 1 was subjected to axial loads, meanwhile specimen 2 to flexion. In both cases, simultaneous longitudinal and flexural guided waves were generated via piezoelectric devices (PZTs) in a pitch-catch configuration. Experimental results show the feasibility of the approach and its potential use as in-situ continuous stress monitoring application.
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spelling pubmed-57506792018-01-10 PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves Quiroga, Jabid Mujica, Luis Villamizar, Rodolfo Ruiz, Magda Camacho, Johanatan Sensors (Basel) Article Since mechanical stress in structures affects issues such as strength, expected operational life and dimensional stability, a continuous stress monitoring scheme is necessary for a complete integrity assessment. Consequently, this paper proposes a stress monitoring scheme for cylindrical specimens, which are widely used in structures such as pipelines, wind turbines or bridges. The approach consists of tracking guided wave variations due to load changes, by comparing wave statistical patterns via Principal Component Analysis (PCA). Each load scenario is projected to the PCA space by means of a baseline model and represented using the Q-statistical indices. Experimental validation of the proposed methodology is conducted on two specimens: (i) a 12.7 mm ( [Formula: see text] ) diameter, 0.4 m length, AISI 1020 steel rod, and (ii) a 25.4 mm ( [Formula: see text] ) diameter, 6m length, schedule 40, A-106, hollow cylinder. Specimen 1 was subjected to axial loads, meanwhile specimen 2 to flexion. In both cases, simultaneous longitudinal and flexural guided waves were generated via piezoelectric devices (PZTs) in a pitch-catch configuration. Experimental results show the feasibility of the approach and its potential use as in-situ continuous stress monitoring application. MDPI 2017-12-01 /pmc/articles/PMC5750679/ /pubmed/29194384 http://dx.doi.org/10.3390/s17122788 Text en © 2017 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 (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Quiroga, Jabid
Mujica, Luis
Villamizar, Rodolfo
Ruiz, Magda
Camacho, Johanatan
PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title_full PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title_fullStr PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title_full_unstemmed PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title_short PCA Based Stress Monitoring of Cylindrical Specimens Using PZTs and Guided Waves
title_sort pca based stress monitoring of cylindrical specimens using pzts and guided waves
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750679/
https://www.ncbi.nlm.nih.gov/pubmed/29194384
http://dx.doi.org/10.3390/s17122788
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