Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis

Nowadays, pipeline system is one of the powerful technologies to be implemented in the real world. It is very essential for transporting fluid especially water from one point to the next point. But the pipeline system will also defect as leaks due to many reasons. Pressure Trans...

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Main Authors: Hanafi, M. Yusop, M. F., Ghazali, M. F. M., Yusof, Wan Sofian, Wan Hamat
Format: Article
Language:English
Published: Faculty of Mechanical Engineering, Universiti Teknologi MARA (UiTM), Malaysia. 2017
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/21520/
http://umpir.ump.edu.my/id/eprint/21520/
http://umpir.ump.edu.my/id/eprint/21520/1/Improvement%20of%20Cepstrum%20Analysis-fkm-2017.pdf
id ump-21520
recordtype eprints
spelling ump-215202018-07-09T02:21:18Z http://umpir.ump.edu.my/id/eprint/21520/ Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis Hanafi, M. Yusop M. F., Ghazali M. F. M., Yusof Wan Sofian, Wan Hamat TJ Mechanical engineering and machinery Nowadays, pipeline system is one of the powerful technologies to be implemented in the real world. It is very essential for transporting fluid especially water from one point to the next point. But the pipeline system will also defect as leaks due to many reasons. Pressure Transient signal is a newly developed method to detect and localize leak phenomena since the signal has information about that phenomenon .The basic principal is the fact of water spouting out of a leak in pressurized pipe that generates a signal, and the signal may contain information to whether a leak exists and where it is located. To extract this signal, many signal analysis methods were implemented by researchers such as cross-correlation, genetic algorithm, and wavelets transform. Cepstrum analysis is proposed as a method to extract leak and pipe feature information from pressure transient signal by considering this method to analyse non-stationary data. Since in the real test, the originality and pure data are hard to be captured due to noise generated from environment and the noise level ratio is very low, pre-processing method as a filtering technique is implemented to analyse the real signal before the signal goes through cepstrum analysis as post-processing method. This research focused on the improvement of cepstrum analysis in order to extract information about the leak, pipe feature,and its location. In this research, cepstrum analysis was proposed as Post-Processing method. Discrete Wavelets Transform (DWT) and Principal Component Analysis (PCA) were proposed as Pre-Processing Methods Faculty of Mechanical Engineering, Universiti Teknologi MARA (UiTM), Malaysia. 2017 Article PeerReviewed text en http://umpir.ump.edu.my/id/eprint/21520/1/Improvement%20of%20Cepstrum%20Analysis-fkm-2017.pdf Hanafi, M. Yusop and M. F., Ghazali and M. F. M., Yusof and Wan Sofian, Wan Hamat (2017) Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis. Journal of Mechanical Engineering, SI 4 (4). pp. 102-122. ISSN 1823-5514 http://jmeche.com/wp-content/uploads/bsk-pdf-manager/8_Vol_4_4_T6_10_224.pdf
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Wan Sofian, Wan Hamat
Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
description Nowadays, pipeline system is one of the powerful technologies to be implemented in the real world. It is very essential for transporting fluid especially water from one point to the next point. But the pipeline system will also defect as leaks due to many reasons. Pressure Transient signal is a newly developed method to detect and localize leak phenomena since the signal has information about that phenomenon .The basic principal is the fact of water spouting out of a leak in pressurized pipe that generates a signal, and the signal may contain information to whether a leak exists and where it is located. To extract this signal, many signal analysis methods were implemented by researchers such as cross-correlation, genetic algorithm, and wavelets transform. Cepstrum analysis is proposed as a method to extract leak and pipe feature information from pressure transient signal by considering this method to analyse non-stationary data. Since in the real test, the originality and pure data are hard to be captured due to noise generated from environment and the noise level ratio is very low, pre-processing method as a filtering technique is implemented to analyse the real signal before the signal goes through cepstrum analysis as post-processing method. This research focused on the improvement of cepstrum analysis in order to extract information about the leak, pipe feature,and its location. In this research, cepstrum analysis was proposed as Post-Processing method. Discrete Wavelets Transform (DWT) and Principal Component Analysis (PCA) were proposed as Pre-Processing Methods
format Article
author Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Wan Sofian, Wan Hamat
author_facet Hanafi, M. Yusop
M. F., Ghazali
M. F. M., Yusof
Wan Sofian, Wan Hamat
author_sort Hanafi, M. Yusop
title Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
title_short Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
title_full Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
title_fullStr Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
title_full_unstemmed Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis
title_sort improvement of cepstrum analysis for the purpose to detect leak, feature and its location in water distribution system based on pressure transient analysis
publisher Faculty of Mechanical Engineering, Universiti Teknologi MARA (UiTM), Malaysia.
publishDate 2017
url http://umpir.ump.edu.my/id/eprint/21520/
http://umpir.ump.edu.my/id/eprint/21520/
http://umpir.ump.edu.my/id/eprint/21520/1/Improvement%20of%20Cepstrum%20Analysis-fkm-2017.pdf
first_indexed 2023-09-18T22:31:36Z
last_indexed 2023-09-18T22:31:36Z
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