Placing an ensemble of pressure sensors for leak detection in water distribution networks under measurement uncertainty

被引:27
|
作者
Raei, Ehsan [1 ]
Shafiee, M. Ehsan [2 ]
Nikoo, Mohammad Reza [1 ]
Berglund, Emily [3 ]
机构
[1] Shiraz Univ, Dept Civil & Environm Engn, Shiraz, Iran
[2] Sensus USA Inc, 639 Davis Dr, Morrisville, NC USA
[3] North Carolina State Univ, Dept Civil Construct & Environm Engn, 2501 Stinson Dr,Mann Hall,Campus Box 7908, Raleigh, NC 27695 USA
关键词
genetic algorithm; leak detection; NSGA-II; pressure sensors; uncertainty; INVERSE TRANSIENT ANALYSIS; PLACEMENT; LOCATION; SYSTEMS;
D O I
10.2166/hydro.2018.032
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Large volumes of water are wasted through leakage in water distribution networks, and early detection of leakages is important to minimize lost water. Pressure sensors can be placed in a network to detect changes in pressure that indicate the presence of a new leak. This study presents a new approach for placing a set of pressure sensors by creating a list of candidate locations based on sensitivity to leaks that are simulated at all potential nodes in a network. The selection of a set of sensors is explored for two objectives, which are the minimization of the number of sensors and the time of detection. The non-dominated sorting genetic algorithm (NSGA-II) is used to explore trade-offs between these objectives. The effect of measurement uncertainty on the selection of sensor locations is explored by identifying alternative non-dominated fronts for different values for sensor error. The evolutionary algorithm-based approach is applied and demonstrated for the C-Town water network.
引用
收藏
页码:223 / 239
页数:17
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