Research on Detection and Location of Fluid-Filled Pipeline Leakage Based on Acoustic Emission Technology

被引:53
作者
Pan, Shengshan [1 ,2 ]
Xu, Zhengdan [1 ,2 ]
Li, Dongsheng [1 ,2 ]
Lu, Dang [1 ,2 ]
机构
[1] Dalian Univ Technol, State Key Lab Coastal & Offshore Engn, Dalian 116024, Peoples R China
[2] Dalian Univ Technol, Sch Civil Engn, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
fluid-filled pipe; acoustic emission; support vector machine; leak location;
D O I
10.3390/s18113628
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Because of the inconvenience of installing sensors in a buried pipeline, an acoustic emission sensor is initially proposed for collecting and analyzing leakage signals inside the pipeline. Four operating conditions of a fluid-filled pipeline are established and a support vector machine (SVM) method is used to accurately classify the leakage condition of the pipeline. Wavelet decomposition and empirical mode decomposition (EMD) methods are initially used in denoising these signals to address the problem in which original leakage acoustic emission signals contain too much noise. Signals with more information and energy are then reconstructed. The time-delay estimation method is finally used to accurately locate the leakage source in the pipeline. The results show that by using SVM, wavelet decomposition and EMD methods, leakage detection in a liquid-filled pipe with built-in acoustic emission sensors is effective and accurate and provides a reference value for real-time online monitoring of pipeline operational status with broad application prospects.
引用
收藏
页数:17
相关论文
共 25 条
[1]  
[Anonymous], 2010, SCI TECHNOLOGY ENG
[2]   Leak Detection and Location of Water Pipes Using Vibration Sensors and Modified ML Prefilter [J].
Choi, Jihoon ;
Shin, Joonho ;
Song, Choonggeun ;
Han, Suyong ;
Park, Doo Il .
SENSORS, 2017, 17 (09)
[3]   A comparison of time delay estimators for the detection of leak noise signals in plastic water distribution pipes [J].
Gao, Y ;
Brennan, MJ ;
Joseph, PF .
JOURNAL OF SOUND AND VIBRATION, 2006, 292 (3-5) :552-570
[4]  
[郭晨城 Guo Chencheng], 2015, [仪器仪表学报, Chinese Journal of Scientific Instrument], V36, P1397
[5]  
HUANG J, 2016, SENSORS BASEL, V16, DOI DOI 10.3390/S16101583
[6]  
Jiao J., 2004, J MECH ENG, V40, P77
[7]   Acoustic Detection of Leaks in Water Pipelines Using Measurements inside Pipe [J].
Khulief, Y. A. ;
Khalifa, A. ;
Ben Mansour, R. ;
Habib, M. A. .
JOURNAL OF PIPELINE SYSTEMS ENGINEERING AND PRACTICE, 2012, 3 (02) :47-54
[8]   Characterization of the Use of Low Frequency Ultrasonic Guided Waves to Detect Fouling Deposition in Pipelines [J].
Lais, Habiba ;
Lowe, Premesh S. ;
Gan, Tat-Hean ;
Wrobel, Luiz C. ;
Kanfoud, Jamil .
SENSORS, 2018, 18 (07)
[9]   Monitoring and Failure Analysis of Corroded Bridge Cables under Fatigue Loading Using Acoustic Emission Sensors [J].
Li, Dongsheng ;
Ou, Jinping ;
Lan, Chengming ;
Li, Hui .
SENSORS, 2012, 12 (04) :3901-3915
[10]  
Li H., 2014, SCI TECHNOL ENG, V14, P224