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Transient-based leak detection and monitoring of water pipes using complementary ensemble empirical mode decomposition (CEEMD) method

Muhammad Aminuddin, Pi Remli and M. F., Ghazali and Azmi, W. H. and Hanafi, M. Yusop (2021) Transient-based leak detection and monitoring of water pipes using complementary ensemble empirical mode decomposition (CEEMD) method. Journal of Advanced Research in Fluid Mechanics and Thermal Sciences, 83 (2). pp. 135-148. ISSN 2289-7879

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Abstract

Transient signal occurs when there is sudden change of pressure inside the pipeline especially due to pressure surge or opening and closing valve. Decomposition method applied in this study to analyze the transient signal and remove noise that contaminate the signal. In this paper, an adaptive decomposition algorithm that is Complementary Ensemble Empirical Mode Decomposition (CEEMD) proposed in order to overcome the problem occur in Hilbert-Huang Transform (HHT) method. This method takes over the Empirical Mode Decomposition (EMD) method that purpose as pre-processing method in HHT. This improvement made to overcome mode mixing and reconstruction error that lies in EMD method. CEEMD method used to extract the IMF’s component of a contaminated signal to remove undesirable noise signal. Instantaneous analysis using Hilbert Transform (HT) apply for selected IMF to locate the feature’s position along the pipeline. The result prove that proposed decomposition method show success with the percentage of error between measured and analysed distance only below that 4% for all features extracted.

Item Type: Article
Additional Information: Indexed by Scopus
Uncontrolled Keywords: Leak detection; Signal processing; Decomposition; CEEMD
Subjects: T Technology > TJ Mechanical engineering and machinery
T Technology > TL Motor vehicles. Aeronautics. Astronautics
Faculty/Division: Centre of Excellence: Centre of Excellence for Advanced Research in Fluid Flow
Centre of Excellence: Automotive Engineering Centre
Centre of Excellence: Automotive Engineering Centre

Faculty of Mechanical and Automotive Engineering Technology
Depositing User: Mrs Norsaini Abdul Samat
Date Deposited: 07 Sep 2021 04:39
Last Modified: 07 Sep 2021 04:39
URI: http://umpir.ump.edu.my/id/eprint/31931
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