Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks
Pollution accidents that occur in surface waters, especially in drinking water source areas, greatly threaten the urban water supply system. During water pollution source localization, there are complicated pollutant spreading conditions and pollutant concentrations vary in a wide range. This paper...
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doaj-350d29d7a6014e85ba049428885846602020-11-25T00:43:28ZengMDPI AGSensors1424-82202018-02-0118260610.3390/s18020606s18020606Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor NetworksJunjie Ma0Fansheng Meng1Yuexi Zhou2Yeyao Wang3Ping Shi4Chinese Research Academy of Environmental Sciences, Beijing 100012, ChinaChinese Research Academy of Environmental Sciences, Beijing 100012, ChinaChinese Research Academy of Environmental Sciences, Beijing 100012, ChinaChina National Environmental Monitoring Centre, Beijing 100012, ChinaYiwen Environmental Science Technology Co., Ltd., Guangzhou 510663, ChinaPollution accidents that occur in surface waters, especially in drinking water source areas, greatly threaten the urban water supply system. During water pollution source localization, there are complicated pollutant spreading conditions and pollutant concentrations vary in a wide range. This paper provides a scalable total solution, investigating a distributed localization method in wireless sensor networks equipped with mobile ultraviolet-visible (UV-visible) spectrometer probes. A wireless sensor network is defined for water quality monitoring, where unmanned surface vehicles and buoys serve as mobile and stationary nodes, respectively. Both types of nodes carry UV-visible spectrometer probes to acquire in-situ multiple water quality parameter measurements, in which a self-adaptive optical path mechanism is designed to flexibly adjust the measurement range. A novel distributed algorithm, called Dual-PSO, is proposed to search for the water pollution source, where one particle swarm optimization (PSO) procedure computes the water quality multi-parameter measurements on each node, utilizing UV-visible absorption spectra, and another one finds the global solution of the pollution source position, regarding mobile nodes as particles. Besides, this algorithm uses entropy to dynamically recognize the most sensitive parameter during searching. Experimental results demonstrate that online multi-parameter monitoring of a drinking water source area with a wide dynamic range is achieved by this wireless sensor network and water pollution sources are localized efficiently with low-cost mobile node paths.http://www.mdpi.com/1424-8220/18/2/606pollution source localizationwireless sensor networksmobile nodesUV-visible spectroscopywater quality multi-parameterdistributed algorithmparticle swarm optimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Junjie Ma Fansheng Meng Yuexi Zhou Yeyao Wang Ping Shi |
spellingShingle |
Junjie Ma Fansheng Meng Yuexi Zhou Yeyao Wang Ping Shi Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks Sensors pollution source localization wireless sensor networks mobile nodes UV-visible spectroscopy water quality multi-parameter distributed algorithm particle swarm optimization |
author_facet |
Junjie Ma Fansheng Meng Yuexi Zhou Yeyao Wang Ping Shi |
author_sort |
Junjie Ma |
title |
Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks |
title_short |
Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks |
title_full |
Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks |
title_fullStr |
Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks |
title_full_unstemmed |
Distributed Water Pollution Source Localization with Mobile UV-Visible Spectrometer Probes in Wireless Sensor Networks |
title_sort |
distributed water pollution source localization with mobile uv-visible spectrometer probes in wireless sensor networks |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2018-02-01 |
description |
Pollution accidents that occur in surface waters, especially in drinking water source areas, greatly threaten the urban water supply system. During water pollution source localization, there are complicated pollutant spreading conditions and pollutant concentrations vary in a wide range. This paper provides a scalable total solution, investigating a distributed localization method in wireless sensor networks equipped with mobile ultraviolet-visible (UV-visible) spectrometer probes. A wireless sensor network is defined for water quality monitoring, where unmanned surface vehicles and buoys serve as mobile and stationary nodes, respectively. Both types of nodes carry UV-visible spectrometer probes to acquire in-situ multiple water quality parameter measurements, in which a self-adaptive optical path mechanism is designed to flexibly adjust the measurement range. A novel distributed algorithm, called Dual-PSO, is proposed to search for the water pollution source, where one particle swarm optimization (PSO) procedure computes the water quality multi-parameter measurements on each node, utilizing UV-visible absorption spectra, and another one finds the global solution of the pollution source position, regarding mobile nodes as particles. Besides, this algorithm uses entropy to dynamically recognize the most sensitive parameter during searching. Experimental results demonstrate that online multi-parameter monitoring of a drinking water source area with a wide dynamic range is achieved by this wireless sensor network and water pollution sources are localized efficiently with low-cost mobile node paths. |
topic |
pollution source localization wireless sensor networks mobile nodes UV-visible spectroscopy water quality multi-parameter distributed algorithm particle swarm optimization |
url |
http://www.mdpi.com/1424-8220/18/2/606 |
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