Cargando…

Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors

In dealing with sudden hazardous chemical leakage accidents, the key to solving the evacuation and transfer of personnel and important property is to determine the location of the leakage source and the information of the source strength to gauge the scope of the impact of leakage. The particle swar...

Descripción completa

Detalles Bibliográficos
Autores principales: Kong, Yaguang, Guan, Meng, Zheng, Song, Jiang, Peng, Wang, Ling, Yao, Xuefei, Lu, Jian, Xie, Chenfeng, Wang, Fang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427279/
https://www.ncbi.nlm.nih.gov/pubmed/30836619
http://dx.doi.org/10.3390/s19051092
_version_ 1783405172991459328
author Kong, Yaguang
Guan, Meng
Zheng, Song
Jiang, Peng
Wang, Ling
Yao, Xuefei
Lu, Jian
Xie, Chenfeng
Wang, Fang
author_facet Kong, Yaguang
Guan, Meng
Zheng, Song
Jiang, Peng
Wang, Ling
Yao, Xuefei
Lu, Jian
Xie, Chenfeng
Wang, Fang
author_sort Kong, Yaguang
collection PubMed
description In dealing with sudden hazardous chemical leakage accidents, the key to solving the evacuation and transfer of personnel and important property is to determine the location of the leakage source and the information of the source strength to gauge the scope of the impact of leakage. The particle swarm optimization algorithm with an adaptive mutation factor is applied to the inverse calculation of leakage source strength to obtain the leakage source information, and the leakage source location problem is transformed into an optimization problem. The mobile sensor is then introduced into the fixed sensor network. The mobile sensor moving strategy based on an extended Kalman filter is proposed. The estimated value of the previous moment and the current time are used to update the estimation of the state variable, and then the mobile strategy is planned. The interference of the random error of the optimization algorithm on the path planning of the mobile sensor is reduced by introducing the optimized result memory and, thus, location efficiency is improved. Simulation results showed that the proposed method, which combines mobile with fixed sensors, greatly expanded the monitoring function of the network, reduced the number of fixed sensors, and enhanced the positioning accuracy.
format Online
Article
Text
id pubmed-6427279
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-64272792019-04-15 Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors Kong, Yaguang Guan, Meng Zheng, Song Jiang, Peng Wang, Ling Yao, Xuefei Lu, Jian Xie, Chenfeng Wang, Fang Sensors (Basel) Article In dealing with sudden hazardous chemical leakage accidents, the key to solving the evacuation and transfer of personnel and important property is to determine the location of the leakage source and the information of the source strength to gauge the scope of the impact of leakage. The particle swarm optimization algorithm with an adaptive mutation factor is applied to the inverse calculation of leakage source strength to obtain the leakage source information, and the leakage source location problem is transformed into an optimization problem. The mobile sensor is then introduced into the fixed sensor network. The mobile sensor moving strategy based on an extended Kalman filter is proposed. The estimated value of the previous moment and the current time are used to update the estimation of the state variable, and then the mobile strategy is planned. The interference of the random error of the optimization algorithm on the path planning of the mobile sensor is reduced by introducing the optimized result memory and, thus, location efficiency is improved. Simulation results showed that the proposed method, which combines mobile with fixed sensors, greatly expanded the monitoring function of the network, reduced the number of fixed sensors, and enhanced the positioning accuracy. MDPI 2019-03-04 /pmc/articles/PMC6427279/ /pubmed/30836619 http://dx.doi.org/10.3390/s19051092 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kong, Yaguang
Guan, Meng
Zheng, Song
Jiang, Peng
Wang, Ling
Yao, Xuefei
Lu, Jian
Xie, Chenfeng
Wang, Fang
Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title_full Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title_fullStr Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title_full_unstemmed Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title_short Locating Hazardous Chemical Leakage Source Based on Cooperative Moving and Fixing Sensors
title_sort locating hazardous chemical leakage source based on cooperative moving and fixing sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427279/
https://www.ncbi.nlm.nih.gov/pubmed/30836619
http://dx.doi.org/10.3390/s19051092
work_keys_str_mv AT kongyaguang locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT guanmeng locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT zhengsong locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT jiangpeng locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT wangling locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT yaoxuefei locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT lujian locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT xiechenfeng locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors
AT wangfang locatinghazardouschemicalleakagesourcebasedoncooperativemovingandfixingsensors