Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2021WR029926 |
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
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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. This article is protected by copyright. All rights reserved. |
领域 | 资源环境 |
URL | 查看原文 |
引用统计 | |
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 |
推荐引用方式 GB/T 7714 | 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). |
条目包含的文件 | 条目无相关文件。 |
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