A Proposal of Robust Leak Localization in Water Distribution Networks Using Differential Evolution

被引:1
作者
Sanchez-Rivero, Maibeth [1 ]
Quinones-Grueiro, Marcos [1 ]
Cruz Corona, Carlos [2 ]
Silva Neto, Antonio J. [3 ]
Llanes-Santiago, Orestes [1 ]
机构
[1] Univ Tecnol La Habana Jose Antonio Echeverria Cuj, Calle 114,11901 E Ciclovia & Rotonda, Havana, Cuba
[2] Univ Granada, Granada, Spain
[3] IP UERJ, Rua Bonfim 25, Nova Friburgo, RJ, Brazil
来源
14TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MODELS IN INDUSTRIAL AND ENVIRONMENTAL APPLICATIONS (SOCO 2019) | 2020年 / 950卷
关键词
Differential Evolution; Measurement's noise; Model-based leak localization; Robustness;
D O I
10.1007/978-3-030-20055-8_30
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The performance of popular leak location strategies that depend on the use of a leak sensitivity matrix (LSM) is highly dependent on the conditions used for generating such matrix. Since noise is present in real Water Distribution Networks (WDNs), the location results can deteriorate seriously when using the former methods. A robust model-based leak localization approach by using Differential Evolution (DE) algorithm is presented in this article. The proposal uses the topological information of the water distribution network in the location of the leak and it does not depend on the sensitivity matrix. The proposed method demonstrates its robustness compared with the LSM approach by using the Hanoi network as case study. The performance achieved by the proposal improves the leak location accuracy by 20% with respect to LSM-based leak location method in the presence of different noise magnitudes.
引用
收藏
页码:311 / 320
页数:10
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