Optimal Design of Sensor Placement in Water Distribution Networks

被引:68
|
作者
Aral, Mustafa M. [1 ]
Guan, Jiabao [1 ]
Maslia, Morris L. [2 ]
机构
[1] Georgia Inst Technol, Sch Civil & Environm Engn, Multimedia Environm Simulat Lab, Atlanta, GA 30332 USA
[2] Agcy Tox Subst & Dis Registry, Atlanta, GA 30333 USA
来源
JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE | 2010年 / 136卷 / 01期
关键词
Water distribution system; Optimization; Genetic algorithms; Water sensor networks; DETECTING ACCIDENTAL CONTAMINATIONS; GENETIC ALGORITHM; OPTIMIZATION; IDENTIFICATION; AQUIFERS;
D O I
10.1061/(ASCE)WR.1943-5452.0000001
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this study we provide a methodology for the optimal design of water sensor placement in water distribution networks. The optimization algorithm used is based on a simulation-optimization and a single-objective function approach which incorporates multiple factors used in the design of the system. In this sense the proposed model mimics a multiobjective approach and yields the final design without explicitly specifying a preference among the multiple objectives of the problem. A reliability constraint concept is also introduced into the optimization model such that the minimum number of sensors and their optimal placement can be identified in order to satisfy a prespecified reliability criterion for the network. Progressive genetic algorithm approach is used for the solution of the model. The algorithm works on a subset of the complete set of junctions present in the system and the final solution is obtained through the evolution of subdomain sets. The proposed algorithm is applied to the two test networks to assess the selected design, The results of the proposed solution are discussed comparatively with the outcome of other solutions that were submitted to a water distribution systems analysis symposium. These comparisons indicate that the algorithm proposed here is an effective approach in solving this problem.
引用
收藏
页码:5 / 18
页数:14
相关论文
共 50 条
  • [1] A New Evolutionary Approach to Optimal Sensor Placement in Water Distribution Networks
    Ponti, Andrea
    Candelieri, Antonio
    Archetti, Francesco
    WATER, 2021, 13 (12)
  • [2] Optimal sensor placement for detecting organophosphate intrusions into water distribution systems
    Ohar, Ziv
    Lahav, Ori
    Ostfeld, Avi
    WATER RESEARCH, 2015, 73 : 193 - 203
  • [3] Optimal Sensor Placement for Leak Location in Water Distribution Networks Using Genetic Algorithms
    Casillas, Myrna V.
    Puig, Vicenc
    Garza-Castanon, Luis E.
    Rosich, Albert
    SENSORS, 2013, 13 (11): : 14984 - 15005
  • [4] A state-of-the-art review of an optimal sensor placement for contaminant warning system in a water distribution network
    Adedoja, Oluwaseye S.
    Hamam, Yskandar
    Khalaf, Baset
    Sadiku, Rotimi
    URBAN WATER JOURNAL, 2018, 15 (10) : 985 - 1000
  • [5] A review of sensor placement objective metrics for contamination detection in water distribution networks
    Rathi, Shweta
    Gupta, Rajesh
    Ormsbee, Lindell
    WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY, 2015, 15 (05): : 898 - 917
  • [6] Optimal design of water distribution networks using genetic algorithms
    Mariano, CE
    COMPUTERS IN AGRICULTURE, 1998, 1998, : 146 - 158
  • [7] Multi-Objective Optimal Sensor Placement for Low-Pressure Gas Distribution Networks
    Zan, Thaw Tar Thein
    Gupta, Payal
    Wang, Mengmeng
    Dauwels, Justin
    Ukil, Abhisek
    IEEE SENSORS JOURNAL, 2018, 18 (16) : 6660 - 6668
  • [8] Sensor placement for classifier-based leak localization in water distribution networks using hybrid feature selection
    Soldevila, Adria
    Blesa, Joaquim
    Tornil-Sin, Sebastian
    Fernandez-Canti, Rosa M.
    Puig, Vicenc
    COMPUTERS & CHEMICAL ENGINEERING, 2018, 108 : 152 - 162
  • [9] Sensor Placement Methods for Contamination Detection in Water Distribution Networks: a Review
    Rathi, S.
    Gupta, R.
    16TH WATER DISTRIBUTION SYSTEM ANALYSIS CONFERENCE (WDSA2014): URBAN WATER HYDROINFORMATICS AND STRATEGIC PLANNING, 2014, 89 : 181 - 188
  • [10] Optimal Tank Design in Water Distribution Networks: Review of Literature and Perspectives
    Batchabani, Essoyeke
    Fuamba, Musandji
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2014, 140 (02) : 136 - 145