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Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology

Because of the inconvenience of installing sensors in a buried pipeline, an acoustic emission sensor is initially proposed for collecting and analyzing leakage signals inside the pipeline. Four operating conditions of a fluid-filled pipeline are established and a support vector machine (SVM) method...

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Detalles Bibliográficos
Autores principales: Pan, Shengshan, Xu, Zhengdan, Li, Dongsheng, Lu, Dang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263715/
https://www.ncbi.nlm.nih.gov/pubmed/30366458
http://dx.doi.org/10.3390/s18113628
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author Pan, Shengshan
Xu, Zhengdan
Li, Dongsheng
Lu, Dang
author_facet Pan, Shengshan
Xu, Zhengdan
Li, Dongsheng
Lu, Dang
author_sort Pan, Shengshan
collection PubMed
description Because of the inconvenience of installing sensors in a buried pipeline, an acoustic emission sensor is initially proposed for collecting and analyzing leakage signals inside the pipeline. Four operating conditions of a fluid-filled pipeline are established and a support vector machine (SVM) method is used to accurately classify the leakage condition of the pipeline. Wavelet decomposition and empirical mode decomposition (EMD) methods are initially used in denoising these signals to address the problem in which original leakage acoustic emission signals contain too much noise. Signals with more information and energy are then reconstructed. The time-delay estimation method is finally used to accurately locate the leakage source in the pipeline. The results show that by using SVM, wavelet decomposition and EMD methods, leakage detection in a liquid-filled pipe with built-in acoustic emission sensors is effective and accurate and provides a reference value for real-time online monitoring of pipeline operational status with broad application prospects.
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spelling pubmed-62637152018-12-12 Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology Pan, Shengshan Xu, Zhengdan Li, Dongsheng Lu, Dang Sensors (Basel) Article Because of the inconvenience of installing sensors in a buried pipeline, an acoustic emission sensor is initially proposed for collecting and analyzing leakage signals inside the pipeline. Four operating conditions of a fluid-filled pipeline are established and a support vector machine (SVM) method is used to accurately classify the leakage condition of the pipeline. Wavelet decomposition and empirical mode decomposition (EMD) methods are initially used in denoising these signals to address the problem in which original leakage acoustic emission signals contain too much noise. Signals with more information and energy are then reconstructed. The time-delay estimation method is finally used to accurately locate the leakage source in the pipeline. The results show that by using SVM, wavelet decomposition and EMD methods, leakage detection in a liquid-filled pipe with built-in acoustic emission sensors is effective and accurate and provides a reference value for real-time online monitoring of pipeline operational status with broad application prospects. MDPI 2018-10-25 /pmc/articles/PMC6263715/ /pubmed/30366458 http://dx.doi.org/10.3390/s18113628 Text en © 2018 by the authors. 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/).
spellingShingle Article
Pan, Shengshan
Xu, Zhengdan
Li, Dongsheng
Lu, Dang
Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title_full Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title_fullStr Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title_full_unstemmed Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title_short Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology
title_sort research on detection and location of fluid-filled pipeline leakage based on acoustic emission technology
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263715/
https://www.ncbi.nlm.nih.gov/pubmed/30366458
http://dx.doi.org/10.3390/s18113628
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