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Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks
Node placement is one of the basic problems in a Wireless Sensor Network (WSN). During the operation of a WSN, sensor nodes may fail or die suddenly, which may lead to a coverage hole. To solve this problem, the node placement needs to be re-optimized. The dimensions of node placement optimization a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435444/ https://www.ncbi.nlm.nih.gov/pubmed/32751235 http://dx.doi.org/10.3390/s20154216 |
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author | Zhang, Yijie Liu, Mandan |
author_facet | Zhang, Yijie Liu, Mandan |
author_sort | Zhang, Yijie |
collection | PubMed |
description | Node placement is one of the basic problems in a Wireless Sensor Network (WSN). During the operation of a WSN, sensor nodes may fail or die suddenly, which may lead to a coverage hole. To solve this problem, the node placement needs to be re-optimized. The dimensions of node placement optimization are high because of the large node number. In view of this defect, a regional optimization dynamic algorithm is put forward. In this paper, the regional optimization problem of node placement is modeled, and a regional optimization dynamic algorithm with a mixed strategy for node placement (MRDA) is proposed. Simulation experiments are carried out for the proposed algorithm and other comparison algorithms. Results of experiments show that the proposed algorithm can greatly reduce the dimensions and narrow the search range, with a significant improvement in the search performance and convergence speed. |
format | Online Article Text |
id | pubmed-7435444 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-74354442020-08-28 Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks Zhang, Yijie Liu, Mandan Sensors (Basel) Article Node placement is one of the basic problems in a Wireless Sensor Network (WSN). During the operation of a WSN, sensor nodes may fail or die suddenly, which may lead to a coverage hole. To solve this problem, the node placement needs to be re-optimized. The dimensions of node placement optimization are high because of the large node number. In view of this defect, a regional optimization dynamic algorithm is put forward. In this paper, the regional optimization problem of node placement is modeled, and a regional optimization dynamic algorithm with a mixed strategy for node placement (MRDA) is proposed. Simulation experiments are carried out for the proposed algorithm and other comparison algorithms. Results of experiments show that the proposed algorithm can greatly reduce the dimensions and narrow the search range, with a significant improvement in the search performance and convergence speed. MDPI 2020-07-29 /pmc/articles/PMC7435444/ /pubmed/32751235 http://dx.doi.org/10.3390/s20154216 Text en © 2020 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 Zhang, Yijie Liu, Mandan Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title | Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title_full | Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title_fullStr | Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title_full_unstemmed | Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title_short | Regional Optimization Dynamic Algorithm for Node Placement in Wireless Sensor Networks |
title_sort | regional optimization dynamic algorithm for node placement in wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435444/ https://www.ncbi.nlm.nih.gov/pubmed/32751235 http://dx.doi.org/10.3390/s20154216 |
work_keys_str_mv | AT zhangyijie regionaloptimizationdynamicalgorithmfornodeplacementinwirelesssensornetworks AT liumandan regionaloptimizationdynamicalgorithmfornodeplacementinwirelesssensornetworks |