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DOI10.1029/2021WR029926
Multi-sensor fusion for transient-based pipeline leak localization in the Dempster-Shafer evidence framework1
Jingrong Lin; Xun Wang; Mohamed S. Ghidaoui
2021-08-07
发表期刊Water Resources Research
出版年2021
英文摘要

Detecting a small leak in a water-supply pipe with a wave scattering power of the order of noise or smaller is a challenging problem because its signature in a measured signal is weak. Experimental data show that multiple sensors enhance the evidence about a leak in a transient test and, thus, increase the possibility of successful leak detection in noisy environments. Therefore, a leakage localization scheme is proposed, which fuses multi-sensor measurements in the Dempster-Shafer evidence framework. The signature of a leak in each measurement is extracted and translated into a piece of evidence regarding its presence and location. Then, the pieces of evidence from different sensors are fused using the Dempster's rule of combination to form a unified leak location estimation. The proposed method is model-free and is thus insensitive to imprecise knowledge of pipe system. The gain of the multi-sensor fusion mechanism on the leakage localization accuracy is demonstrated via both numerical and experimental data.

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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/335403
专题资源环境科学
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Jingrong Lin,Xun Wang,Mohamed S. Ghidaoui. Multi-sensor fusion for transient-based pipeline leak localization in the Dempster-Shafer evidence framework1[J]. Water Resources Research,2021.
APA Jingrong Lin,Xun Wang,&Mohamed S. Ghidaoui.(2021).Multi-sensor fusion for transient-based pipeline leak localization in the Dempster-Shafer evidence framework1.Water Resources Research.
MLA Jingrong Lin,et al."Multi-sensor fusion for transient-based pipeline leak localization in the Dempster-Shafer evidence framework1".Water Resources Research (2021).
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