Assessing the global resilience of water quality sensor placement strategies within water distribution systems

被引:34
|
作者
Zhang, Qingzhou [1 ]
Zheng, Feifei [1 ]
Kapelan, Zoran [2 ]
Savic, Dragan [3 ]
He, Guilin [4 ]
Ma, Yiyi [1 ]
机构
[1] Zhejiang Univ, Coll Civil Engn & Architecture, A501,Anzhong Bldg,Zijingang Campus, Hangzhou 310058, Peoples R China
[2] Delft Univ Technol, Fac Civil Engn & Geosci, Dept Water Management, Stevinweg 1, NL-2628 CN Delft, Netherlands
[3] Univ Exeter, Ctr Water Syst, KWR Water Res Inst, North Pk Rd, Exeter EX4 4QF, Devon, England
[4] Shandong Jianzhu Univ, Sch Municipal & Environm Engn, Jinan, Peoples R China
基金
中国国家自然科学基金;
关键词
Global resilience; Contamination intrusion; Water quality sensor placement strategy; Water distribution system; CONTAMINATION WARNING SYSTEMS; OPTIMIZATION; FORMULATION;
D O I
10.1016/j.watres.2020.115527
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Water quality sensors are often spatially distributed in water distribution systems (WDSs) to detect contamination events and monitor quality parameters (e.g., chlorine residual levels), thereby ensuring safety of a WDS. The performance of a water quality sensor placement strategy (WQSPS) is not only affected by sensor spatial deployment that has been extensively analyzed in literature, but also by possible sensor failures that have been rarely explored so far. However, enumerating all possible sensor failure scenarios is computationally infeasible for a WQSPS with a large number of sensors. To this end, this paper proposes an evolutionary algorithm (EA) based method to systematically and efficiently investigate the WQSPS' global resilience considering all likely sensor failures. First, new metrics are developed in the proposed method to assess the global resilience of a WQSPS. This is followed by a proposal of an efficient optimization approach based on an EA to identify the values of global resilience metrics. Finally, the sensors within the WQSPS are ranked to identify their relative importance in maintaining the WQSPS's detection performance. Two real-world WDSs with four WQSPSs for each case study are used to demonstrate the utility of the proposed method. Results show that: (i) compared to the traditional global resilience analysis method, the proposed EA-based approach identifies improved values of global resilience metrics, (ii) the WQSPSs that deploy sensors close to large demand users are overall more resilient in handling sensor failures relative to other design solutions, thus offering important insight to facilitate the selection of WQSPSs, and (iii) sensor rankings based on the global resilience can identify those sensors whose failure would significantly reduce the WQSPS's performance thereby providing guidance to enable effective water quality sensor management and maintenance. (C) 2020 Elsevier Ltd. All rights reserved.
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页数:14
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