4.6 Article

Optimal Water Quality Sensor Placement by Accounting for Possible Contamination Events in Water Distribution Networks

期刊

WATER
卷 13, 期 15, 页码 -

出版社

MDPI
DOI: 10.3390/w13151999

关键词

contamination; particle swarm optimization; sensor placement; water distribution network

资金

  1. National Research Foundation of Korea (NRF) - Korean government (MSIT-Ministry of Science and ICT) [NRF-2020R1A2C2009517]

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Contamination in water distribution networks can occur anytime and anywhere, hence the importance of strategically placing water quality sensors to detect and locate potential contamination sources. A robust sensor-placement strategy with clear objectives is vital for detecting, monitoring, and localizing contamination events in WDNs. The proposed optimization approach using the particle swarm optimization algorithm significantly improved the overall fitness of sensor configurations and demonstrated stable placement behavior.
Contamination in water distribution networks (WDNs) can occur at any time and location. One protection measure in WDNs is the placement of water quality sensors (WQSs) to detect contamination and provide information for locating the potential contamination source. The placement of WQSs in WDNs must be optimally planned. Therefore, a robust sensor-placement strategy (SPS) is vital. The SPS should have clear objectives regarding what needs to be achieved by the sensor configuration. Here, the objectives of the SPS were set to cover the contamination event stages of detection, consumption, and source localization. As contamination events occur in any form of intrusion, at any location and time, the objectives had to be tested against many possible scenarios, and they needed to reach a fair value considering all scenarios. In this study, the particle swarm optimization (PSO) algorithm was selected as the optimizer. The SPS was further reinforced using a databasing method to improve its computational efficiency. The performance of the proposed method was examined by comparing it with a benchmark SPS example and applying it to DMA-sized, real WDNs. The proposed optimization approach improved the overall fitness of the configuration by 23.1% and showed a stable placement behavior with the increase in sensors.

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