Optimized Sensor Placement of Water Supply Network Based on Multi-Objective White Whale Optimization Algorithm

被引:3
作者
Guan, Yihong [1 ]
Lv, Mou [1 ]
Li, Shuyan [2 ]
Su, Yanbo [1 ]
Dong, Shen [1 ]
机构
[1] Qingdao Univ Technol, Sch Environm & Municipal Engn, Qingdao 266525, Peoples R China
[2] Zhonglian Northwest Engn Design & Res Inst Co, Xian 710076, Peoples R China
基金
中国国家自然科学基金;
关键词
sensitivity function; water supply network; optimal sensor placement; multi-objective White Whale Optimization; multi-objective optimization; LEAK DETECTION; QUALITY; FRAMEWORK; ENTROPY; DESIGN;
D O I
10.3390/w15152677
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The optimization of sensor locations in water distribution networks has been extensively studied. Previous studies of highly sensitive nodes are usually distributed in a certain area, which leads to redundant information in the sensor network. This is because these studies do not consider that the impact is different when a leak occurs in different nodes. In this study, sensitivity functions of different nodes were obtained according to the influence of the leakage of each node on the water distribution network. Combined with the water pressure correlation and water pressure sensitivity between nodes, the monitoring range of monitoring points and the water demand of covering nodes of monitoring points were taken as objective functions to build an optimal layout model. Taking a pipeline network in Qingdao as an example, the model was solved by using multi-objective White Whale Optimization and NSGA-II. By comparing the operation results of the four cases, it was found that the monitoring points found using multi-objective White Whale Optimization show better searching ability in terms of the sensitivity functions of different nodes.
引用
收藏
页数:12
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