Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals

Detalhes bibliográficos
Autor(a) principal: Gao, Yan
Data de Publicação: 2017
Outros Autores: Brennan, Michael J. [UNESP], Liu, Yuyou, Almeida, Fabrício C.L. [UNESP], Joseph, Phillip F.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.apacoust.2017.05.033
http://hdl.handle.net/11449/174682
Resumo: This paper is concerned with time delay estimation for the detection of leaks in buried plastic water pipes using the cross-correlation of leak noise signals. In some circumstances the bandwidth of over which the signal analysis can be conducted is severely restricted because of resonances in the pipe system, which manifest themselves as peaks in the modulus of the power spectral and cross spectral densities, and deviations from straight-line behaviour in the phase of the cross spectral density. The result can be a cross-correlation function in which it is difficult to estimate the time delay accurately. This paper describes a procedure in which the shape of the cross-correlation function can be significantly improved, resulting in an unambiguous and clear estimate of the time delay. The frequency response function(s) of the resonator(s) responsible for the resonance effects are first determined and then the data is processed using the model(s) of the resonators to remove these effects. This enables more signal processing to be conducted, potentially over a much wider bandwidth, further improving the shape of the cross-correlation function. The process is illustrated in this paper using hydrophone measured data at a leak detection facility. The current limitation in the process is that it is carried out manually, which could potentially restrict its application in practical acoustic correlators. The challenge now is to develop an algorithm to carry out the procedure automatically.
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spelling Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signalsCross-correlation functionLeak detectionResonanceTime delay estimationWater pipeThis paper is concerned with time delay estimation for the detection of leaks in buried plastic water pipes using the cross-correlation of leak noise signals. In some circumstances the bandwidth of over which the signal analysis can be conducted is severely restricted because of resonances in the pipe system, which manifest themselves as peaks in the modulus of the power spectral and cross spectral densities, and deviations from straight-line behaviour in the phase of the cross spectral density. The result can be a cross-correlation function in which it is difficult to estimate the time delay accurately. This paper describes a procedure in which the shape of the cross-correlation function can be significantly improved, resulting in an unambiguous and clear estimate of the time delay. The frequency response function(s) of the resonator(s) responsible for the resonance effects are first determined and then the data is processed using the model(s) of the resonators to remove these effects. This enables more signal processing to be conducted, potentially over a much wider bandwidth, further improving the shape of the cross-correlation function. The process is illustrated in this paper using hydrophone measured data at a leak detection facility. The current limitation in the process is that it is carried out manually, which could potentially restrict its application in practical acoustic correlators. The challenge now is to develop an algorithm to carry out the procedure automatically.Chinese Academy of SciencesFundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)National Research Council CanadaKey Laboratory of Noise and Vibration Research Institute of Acoustics Chinese Academy of SciencesDepartment of Mechanical Eng. State University of São Paulo (UNESP), Ilha Solteira Campus, Av. Brasil Centro, 56Beijing Municipal Institute of Labour ProtectionAECOM Infrastructure & Environment UK LimitedDepartment of Biosystem Eng. State University of São Paulo (UNESP), Tupã Campus, Av. Rua Domingos da Costa Lopes, Jardim Itaipu, 780Institute of Sound and Vibration Research University of SouthamptonDepartment of Mechanical Eng. State University of São Paulo (UNESP), Ilha Solteira Campus, Av. Brasil Centro, 56Department of Biosystem Eng. State University of São Paulo (UNESP), Tupã Campus, Av. Rua Domingos da Costa Lopes, Jardim Itaipu, 780Chinese Academy of SciencesUniversidade Estadual Paulista (Unesp)Beijing Municipal Institute of Labour ProtectionAECOM Infrastructure & Environment UK LimitedUniversity of SouthamptonGao, YanBrennan, Michael J. [UNESP]Liu, YuyouAlmeida, Fabrício C.L. [UNESP]Joseph, Phillip F.2018-12-11T17:12:24Z2018-12-11T17:12:24Z2017-12-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article24-33application/pdfhttp://dx.doi.org/10.1016/j.apacoust.2017.05.033Applied Acoustics, v. 127, p. 24-33.1872-910X0003-682Xhttp://hdl.handle.net/11449/17468210.1016/j.apacoust.2017.05.0332-s2.0-850200387902-s2.0-85020038790.pdfScopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengApplied Acousticsinfo:eu-repo/semantics/openAccess2024-07-04T20:06:03Zoai:repositorio.unesp.br:11449/174682Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T16:03:43.185737Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
title Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
spellingShingle Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
Gao, Yan
Cross-correlation function
Leak detection
Resonance
Time delay estimation
Water pipe
title_short Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
title_full Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
title_fullStr Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
title_full_unstemmed Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
title_sort Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
author Gao, Yan
author_facet Gao, Yan
Brennan, Michael J. [UNESP]
Liu, Yuyou
Almeida, Fabrício C.L. [UNESP]
Joseph, Phillip F.
author_role author
author2 Brennan, Michael J. [UNESP]
Liu, Yuyou
Almeida, Fabrício C.L. [UNESP]
Joseph, Phillip F.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Chinese Academy of Sciences
Universidade Estadual Paulista (Unesp)
Beijing Municipal Institute of Labour Protection
AECOM Infrastructure & Environment UK Limited
University of Southampton
dc.contributor.author.fl_str_mv Gao, Yan
Brennan, Michael J. [UNESP]
Liu, Yuyou
Almeida, Fabrício C.L. [UNESP]
Joseph, Phillip F.
dc.subject.por.fl_str_mv Cross-correlation function
Leak detection
Resonance
Time delay estimation
Water pipe
topic Cross-correlation function
Leak detection
Resonance
Time delay estimation
Water pipe
description This paper is concerned with time delay estimation for the detection of leaks in buried plastic water pipes using the cross-correlation of leak noise signals. In some circumstances the bandwidth of over which the signal analysis can be conducted is severely restricted because of resonances in the pipe system, which manifest themselves as peaks in the modulus of the power spectral and cross spectral densities, and deviations from straight-line behaviour in the phase of the cross spectral density. The result can be a cross-correlation function in which it is difficult to estimate the time delay accurately. This paper describes a procedure in which the shape of the cross-correlation function can be significantly improved, resulting in an unambiguous and clear estimate of the time delay. The frequency response function(s) of the resonator(s) responsible for the resonance effects are first determined and then the data is processed using the model(s) of the resonators to remove these effects. This enables more signal processing to be conducted, potentially over a much wider bandwidth, further improving the shape of the cross-correlation function. The process is illustrated in this paper using hydrophone measured data at a leak detection facility. The current limitation in the process is that it is carried out manually, which could potentially restrict its application in practical acoustic correlators. The challenge now is to develop an algorithm to carry out the procedure automatically.
publishDate 2017
dc.date.none.fl_str_mv 2017-12-01
2018-12-11T17:12:24Z
2018-12-11T17:12:24Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.apacoust.2017.05.033
Applied Acoustics, v. 127, p. 24-33.
1872-910X
0003-682X
http://hdl.handle.net/11449/174682
10.1016/j.apacoust.2017.05.033
2-s2.0-85020038790
2-s2.0-85020038790.pdf
url http://dx.doi.org/10.1016/j.apacoust.2017.05.033
http://hdl.handle.net/11449/174682
identifier_str_mv Applied Acoustics, v. 127, p. 24-33.
1872-910X
0003-682X
10.1016/j.apacoust.2017.05.033
2-s2.0-85020038790
2-s2.0-85020038790.pdf
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Applied Acoustics
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 24-33
application/pdf
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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