Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function

In a recent study, the analysis of pressure transient signals could be seen as an accurate and low-cost method for leak and feature detection in water distribution systems. Transient phenomena occurs due to sudden changes in the fluid's propagation in pipelines system caused by rapid pressure a...

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Main Authors: Hanafi, M. Yusop, M. F., Ghazali, M. F. M., Yusof, Remli, M. A. Pi, M. H., Kamarulzaman
Format: Conference or Workshop Item
Language:English
Published: IOP Publishing 2017
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Online Access:http://umpir.ump.edu.my/id/eprint/19035/1/fkm-2017-hanafi-Pipe%20Leak%20Diagnostic%20Using%20High%20Frequency%20Piezoelectric.pdf
http://umpir.ump.edu.my/id/eprint/19035/
https://doi.org/10.1088/1757-899X/257/1/012091
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Institution: Universiti Malaysia Pahang
Language: English
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spelling my.ump.umpir.190352017-11-13T04:34:23Z http://umpir.ump.edu.my/id/eprint/19035/ Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function Hanafi, M. Yusop M. F., Ghazali M. F. M., Yusof Remli, M. A. Pi M. H., Kamarulzaman TJ Mechanical engineering and machinery In a recent study, the analysis of pressure transient signals could be seen as an accurate and low-cost method for leak and feature detection in water distribution systems. Transient phenomena occurs due to sudden changes in the fluid's propagation in pipelines system caused by rapid pressure and flow fluctuation due to events such as closing and opening valves rapidly or through pump failure. In this paper, the feasibility of the Hilbert-Huang transform (HHT) method/technique in analysing the pressure transient signals in presented and discussed. HHT is a way to decompose a signal into intrinsic mode functions (IMF). However, the advantage of HHT is its difficulty in selecting the suitable IMF for the next data postprocessing method which is Hilbert Transform (HT). This paper reveals that utilizing the application of an integrated kurtosis-based algorithm for a z-filter technique (I-Kaz) to kurtosis ratio (I-Kaz-Kurtosis) allows/contributes to/leads to automatic selection of the IMF that should be used. This technique is demonstrated on a 57.90-meter medium high-density polyethylene (MDPE) pipe installed with a single artificial leak. The analysis results using the I-Kaz-kurtosis ratio revealed/confirmed that the method can be used as an automatic selection of the IMF although the noise level ratio of the signal is low. Therefore, the I-Kaz-kurtosis ratio method is recommended as a means to implement an automatic selection technique of the IMF for HHT analysis. IOP Publishing 2017 Conference or Workshop Item PeerReviewed application/pdf en cc_by http://umpir.ump.edu.my/id/eprint/19035/1/fkm-2017-hanafi-Pipe%20Leak%20Diagnostic%20Using%20High%20Frequency%20Piezoelectric.pdf Hanafi, M. Yusop and M. F., Ghazali and M. F. M., Yusof and Remli, M. A. Pi and M. H., Kamarulzaman (2017) Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function. In: IOP Conference Series: Materials Science and Engineering, 4th International Conference on Mechanical Engineering Research (ICMER2017), 1-2 August 2017 , Kuantan, Pahang, Malaysia. pp. 1-10., 257 (012091). ISSN 1757-899X https://doi.org/10.1088/1757-899X/257/1/012091
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Remli, M. A. Pi
M. H., Kamarulzaman
Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
description In a recent study, the analysis of pressure transient signals could be seen as an accurate and low-cost method for leak and feature detection in water distribution systems. Transient phenomena occurs due to sudden changes in the fluid's propagation in pipelines system caused by rapid pressure and flow fluctuation due to events such as closing and opening valves rapidly or through pump failure. In this paper, the feasibility of the Hilbert-Huang transform (HHT) method/technique in analysing the pressure transient signals in presented and discussed. HHT is a way to decompose a signal into intrinsic mode functions (IMF). However, the advantage of HHT is its difficulty in selecting the suitable IMF for the next data postprocessing method which is Hilbert Transform (HT). This paper reveals that utilizing the application of an integrated kurtosis-based algorithm for a z-filter technique (I-Kaz) to kurtosis ratio (I-Kaz-Kurtosis) allows/contributes to/leads to automatic selection of the IMF that should be used. This technique is demonstrated on a 57.90-meter medium high-density polyethylene (MDPE) pipe installed with a single artificial leak. The analysis results using the I-Kaz-kurtosis ratio revealed/confirmed that the method can be used as an automatic selection of the IMF although the noise level ratio of the signal is low. Therefore, the I-Kaz-kurtosis ratio method is recommended as a means to implement an automatic selection technique of the IMF for HHT analysis.
format Conference or Workshop Item
author Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Remli, M. A. Pi
M. H., Kamarulzaman
author_facet Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Remli, M. A. Pi
M. H., Kamarulzaman
author_sort Hanafi, M. Yusop
title Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
title_short Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
title_full Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
title_fullStr Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
title_full_unstemmed Pipe Leak Diagnostic Using High Frequency Piezoelectric Pressure Sensor And Automatic Selection Of Intrinsic Mode Function
title_sort pipe leak diagnostic using high frequency piezoelectric pressure sensor and automatic selection of intrinsic mode function
publisher IOP Publishing
publishDate 2017
url http://umpir.ump.edu.my/id/eprint/19035/1/fkm-2017-hanafi-Pipe%20Leak%20Diagnostic%20Using%20High%20Frequency%20Piezoelectric.pdf
http://umpir.ump.edu.my/id/eprint/19035/
https://doi.org/10.1088/1757-899X/257/1/012091
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