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

Author:

Raei Ehsan1,Shafiee M. Ehsan2,Nikoo Mohammad Reza1,Berglund Emily3

Affiliation:

1. Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran

2. Sensus USA Inc., 639 Davis Dr., Morrisville, NC, USA

3. Department of Civil, Construction, and Environmental Engineering, North Carolina State University, 2501 Stinson Dr., Mann Hall, Campus Box 7908, 27695, Raleigh, NC, USA

Abstract

Abstract 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.

Publisher

IWA Publishing

Subject

Atmospheric Science,Geotechnical Engineering and Engineering Geology,Civil and Structural Engineering,Water Science and Technology

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