Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals
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.
Leak detection, Water pipe, Cross-correlation function, Time delay estimation, resonance
24-33
Gao, Yan
e46455ac-b265-4982-b2f5-4024d386504e
Brennan, Michael J.
88e91219-43f8-438d-a401-3e5b415ffc56
Liu, Yuyou
e9406ef3-07f1-4b84-a9a0-0ef33da3edbc
De Almeida, Fabricio C.L.
1ac9a75f-cdad-417f-a010-3cc6d30ef3a1
Joseph, Phillip F.
9c30491e-8464-4c9a-8723-2abc62bdf75d
1 December 2017
Gao, Yan
e46455ac-b265-4982-b2f5-4024d386504e
Brennan, Michael J.
88e91219-43f8-438d-a401-3e5b415ffc56
Liu, Yuyou
e9406ef3-07f1-4b84-a9a0-0ef33da3edbc
De Almeida, Fabricio C.L.
1ac9a75f-cdad-417f-a010-3cc6d30ef3a1
Joseph, Phillip F.
9c30491e-8464-4c9a-8723-2abc62bdf75d
Gao, Yan, Brennan, Michael J., Liu, Yuyou, De Almeida, Fabricio C.L. and Joseph, Phillip F.
(2017)
Improving the shape of the cross-correlation function for leak detection in a plastic water distribution pipe using acoustic signals.
Applied Acoustics, 127, .
(doi:10.1016/j.apacoust.2017.05.033).
Abstract
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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Improving the shape of the cross correlation
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Submitted date: 22 May 2017
Accepted/In Press date: 25 May 2017
e-pub ahead of print date: 4 June 2017
Published date: 1 December 2017
Keywords:
Leak detection, Water pipe, Cross-correlation function, Time delay estimation, resonance
Identifiers
Local EPrints ID: 412947
URI: http://eprints.soton.ac.uk/id/eprint/412947
ISSN: 0003-682X
PURE UUID: 2a6e9a7e-9fcb-4f79-af21-fc74fa9236c1
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Date deposited: 09 Aug 2017 16:31
Last modified: 16 Mar 2024 05:32
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Author:
Yan Gao
Author:
Michael J. Brennan
Author:
Yuyou Liu
Author:
Fabricio C.L. De Almeida
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