Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Outros Autores: | , , , |
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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Repositório Institucional da UNESP |
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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 |
|
_version_ |
1808128603726020608 |