학술논문

Optimal sensor placement for leak location in water distribution networks using genetic algorithms
Document Type
Conference
Source
2013 Conference on Control and Fault-Tolerant Systems (SysTol) Control and Fault-Tolerant Systems (SysTol), 2013 Conference on. :61-66 Oct, 2013
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Genetic algorithms
Vectors
Sensitivity
Optimization
Indexes
Leak detection
Estimation
Language
ISSN
2162-1195
2162-1209
Abstract
In this paper, a new approach for sensor placement in water distribution networks (WDN) is proposed. The sensor placement problem is formulated as an integer optimization problem. The optimization criterion consists in minimizing the number of non-isolable leaks according to the isolability criteria introduced. Because of the non-linear integer and large-scale nature of the resulting optimization problem, genetic algorithms (GA) are used as solution approach. To validate the results obtained, they are compared with exhaustive search methods with higher computational cost proving that GA allow to find near-optimal solutions with less computational load. The proposed sensor placement algorithm is combined with a projection-based isolation scheme. However, the proposed methodology does not depend on the isolation method chosen by the user and it could be easily adapted to any other isolation scheme. Experiments on a real network allow to evaluate the performance of such approach.