DocumentCode :
2973067
Title :
A frequency domain burst detection technique for water distribution systems
Author :
Zan, Thaw Tar Thein ; Wong, Kai-juan ; Lim, Hock Beng ; Whittle, Andrew J.
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
fYear :
2011
fDate :
28-31 Oct. 2011
Firstpage :
1870
Lastpage :
1873
Abstract :
In this paper, we propose a method to identify leaks and bursts in pipeline networks. The method uses frequency domain analysis of transient signals. As transient signals are less prone to noise, the detectable range is much wider than that of acoustic signals. Continuous transient signals are obtained from pressure sensors deployed across an actual Water Distribution System (WDS) in Singapore. The signals are first filtered with wavelet transform to remove the high frequency noise. The de-noised signals are analyzed using spectrograms that reveal the energy of the signals in the Time-Frequency domain. After that, the Gabor transform is used to fine-tune the spectrograms´ result. The novelty of this method, compared with conventional time domain methods (such as Inverse Transient Analysis (ITA) [1], Wavelet Transform [2]), is its simplicity and ability to provide more robust anomaly identification. Moreover, its performance is less dependent on the characteristics of the WDS. As a proof of concept, our method has been validated through emulated bursts on the WaterWiSe@SG [3] test bed.
Keywords :
frequency-domain analysis; pressure sensors; signal denoising; wavelet transforms; Gabor transform; continuous transient signals; frequency domain analysis; frequency domain burst detection technique; pressure sensors; water distribution systems; wavelet transform; Leak detection; Pipelines; Spectrogram; Transient analysis; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensors, 2011 IEEE
Conference_Location :
Limerick
ISSN :
1930-0395
Print_ISBN :
978-1-4244-9290-9
Type :
conf
DOI :
10.1109/ICSENS.2011.6127324
Filename :
6127324
Link To Document :
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