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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,...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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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. |
format | Online Article Text |
id | pubmed-5750679 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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