Optimal Sensor Placement for Leak Location in Water Distribution Networks using Evolutionary Algorithms

被引:35
作者
Casillas, Myrna V. [1 ]
Garza-Castanon, Luis E. [1 ]
Puig, Vicenc [2 ]
机构
[1] Tecnol Monterrey, Supervis & Adv Control Chair, Monterrey 64849, Mexico
[2] Tech Univ Catalonia, Adv Control Syst Res Grp, Terrassa 08222, Spain
关键词
water distribution networks; leak isolation; sensor placement; leak signature space; PARTICLE SWARM OPTIMIZATION; DESIGN; METHODOLOGY;
D O I
10.3390/w7116496
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, a sensor placement approach to improve the leak location in water distribution networks is proposed when the leak signature space (LSS) method is used. The sensor placement problem is formulated as an integer optimization problem where the criterion to be minimized is the number of overlapping signature domains computed from the original LSS representation. First, a semi-exhaustive search approach based on a lazy evaluation mechanism ensures optimal placement in the case of low complexity scenarios. For more complex cases, a stochastic optimization process is proposed, based on either the genetic algorithms (GAs) or particle swarm optimization (PSO). Experiments on two different networks are used to evaluate the performance of the resolution methods, as well as the efficiency achieved in the leak location when using the sensor placement results.
引用
收藏
页码:6496 / 6515
页数:20
相关论文
共 38 条
[1]  
[Anonymous], 2024, P INT SCI CONFERENCE
[2]   Optimal Design of Sensor Placement in Water Distribution Networks [J].
Aral, Mustafa M. ;
Guan, Jiabao ;
Maslia, Morris L. .
JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE, 2010, 136 (01) :5-18
[3]   Genetic Heritage Evolution by Stochastic Transmission in the optimal design of water distribution networks [J].
Bolognesi, Andrea ;
Bragalli, Cristiana ;
Marchi, Angela ;
Artina, Sandro .
ADVANCES IN ENGINEERING SOFTWARE, 2010, 41 (05) :792-801
[4]  
Brothers K., 2003, Water, V21, P54
[5]   Leak Signature Space: An Original Representation for Robust Leak Location in Water Distribution Networks [J].
Casillas, Myrna V. ;
Garza-Castanon, Luis E. ;
Puig, Vicenc ;
Vargas-Martinez, Adriana .
WATER, 2015, 7 (03) :1129-1148
[6]   Optimal Sensor Placement for Leak Location in Water Distribution Networks Using Genetic Algorithms [J].
Casillas, Myrna V. ;
Puig, Vicenc ;
Garza-Castanon, Luis E. ;
Rosich, Albert .
SENSORS, 2013, 13 (11) :14984-15005
[7]  
Casillas Ponce M., 2012, Symposium on Fault Detection. Mexico City: International Federation of Automatic Control, P570, DOI [10.3182/20120829-3-MX-2028.00091, DOI 10.3182/20120829-3-MX-2028.00091]
[8]   Model-based leak detection and location in water distribution networks considering an extended-horizon analysis of pressure sensitivities [J].
Casillas Ponce, Myrna V. ;
Garza Castanon, Luis E. ;
Puig Cayuela, Vicenc .
JOURNAL OF HYDROINFORMATICS, 2014, 16 (03) :649-670
[9]   Using fuzzy logic and particle swarm optimization to design a decision-based filter for cDNA microarray image restoration [J].
Chang, Bae-Muu ;
Tsai, Hung-Hsu ;
Shih, Ji-Shiang .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2014, 36 :12-26
[10]  
Chen S., ANOTHER PARTICLE SWA