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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Main Authors: Junjie Ma, Fansheng Meng, Yuexi Zhou, Yeyao Wang, Ping Shi
Format: Article
Language:English
Published: MDPI AG 2018-02-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/18/2/606
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spelling 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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AT yuexizhou distributedwaterpollutionsourcelocalizationwithmobileuvvisiblespectrometerprobesinwirelesssensornetworks
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