DocumentCode :
661053
Title :
Optimal sensor placement for leak location in water distribution networks using genetic algorithms
Author :
Casillas, Myrna V. ; Puig, Vicenc ; Garza-Castanon, Luis E. ; Rosich, Albert
Author_Institution :
Inst. Tecnol. y de Estudios Super. de Monterrey, Monterrey, Mexico
fYear :
2013
fDate :
9-11 Oct. 2013
Firstpage :
61
Lastpage :
66
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.
Keywords :
genetic algorithms; leak detection; sensor placement; wireless sensor networks; genetic algorithms; integer optimization problem; isolability criteria; leak location; optimal sensor placement; optimization criterion; projection-based isolation scheme; water distribution networks; Estimation; Genetic algorithms; Indexes; Leak detection; Optimization; Sensitivity; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control and Fault-Tolerant Systems (SysTol), 2013 Conference on
Conference_Location :
Nice
Type :
conf
DOI :
10.1109/SysTol.2013.6693876
Filename :
6693876
Link To Document :
بازگشت