Sensor placement for fault location identification in water networks: A minimum test cover approach

被引:47
作者
Perelman, Lina Sela [1 ]
Abbas, Waseem [2 ]
Koutsoukos, Xenofon [3 ]
Amin, Saurabh [1 ]
机构
[1] MIT, Dept Civil & Environm Engn, Cambridge, MA 02139 USA
[2] Vanderbilt Univ, Inst Software Integrated Syst, 221 Kirkland Hall, Nashville, TN 37235 USA
[3] Vanderbilt Univ, Dept Elect Engn & Comp Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
基金
美国国家科学基金会;
关键词
Fault identification; Minimum test cover; Water networks; EVENT DETECTION; ALGORITHMS; DIAGNOSIS; LOCALIZATION; MODELS; SET;
D O I
10.1016/j.automatica.2016.06.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on the optimal sensor placement problem for the identification of pipe failure locations in large-scale urban water systems. The problem involves selecting the minimum number of sensors such that every pipe failure can be uniquely localized. This problem can be viewed as a minimum test cover (MTC) problem, which is NP-hard. We consider two approaches to obtain approximate solutions to this problem. In the first approach, we transform the MTC problem to a minimum set cover (MSC) problem and use the greedy algorithm that exploits the submodularity property of the MSC problem to compute the solution to the MTC problem. In the second approach, we develop a new augmented greedy algorithm for solving the MTC problem. This approach does not require the transformation of the MTC to MSC. Our augmented greedy algorithm provides in a significant computational improvement while guaranteeing the same approximation ratio as the first approach. We propose several metrics to evaluate the performance of the sensor placement designs. Finally, we present detailed computational experiments for a number of real water distribution networks. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:166 / 176
页数:11
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