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Maximum Target Coverage Problem in Mobile Wireless Sensor Networks
We formulate and analyze a generic coverage optimization problem arising in wireless sensor networks with sensors of limited mobility. Given a set of targets to be covered and a set of mobile sensors, we seek a sensor dispatch algorithm maximizing the covered targets under the constraint that the ma...
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/PMC7795209/ https://www.ncbi.nlm.nih.gov/pubmed/33383935 http://dx.doi.org/10.3390/s21010184 |
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author | Liang, Dieyan Shen, Hong Chen, Lin |
author_facet | Liang, Dieyan Shen, Hong Chen, Lin |
author_sort | Liang, Dieyan |
collection | PubMed |
description | We formulate and analyze a generic coverage optimization problem arising in wireless sensor networks with sensors of limited mobility. Given a set of targets to be covered and a set of mobile sensors, we seek a sensor dispatch algorithm maximizing the covered targets under the constraint that the maximal moving distance for each sensor is upper-bounded by a given threshold. We prove that the problem is NP-hard. Given its hardness, we devise four algorithms to solve it heuristically or approximately. Among the approximate algorithms, we first develop randomized [Formula: see text]-optimal algorithm. We then employ a derandomization technique to devise a deterministic [Formula: see text]-approximation algorithm. We also design a deterministic approximation algorithm with nearly [Formula: see text] approximation ratio by using a colouring technique, where [Formula: see text] denotes the maximal number of subsets covering the same target. Experiments are also conducted to validate the effectiveness of the algorithms in a variety of parameter settings. |
format | Online Article Text |
id | pubmed-7795209 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77952092021-01-10 Maximum Target Coverage Problem in Mobile Wireless Sensor Networks Liang, Dieyan Shen, Hong Chen, Lin Sensors (Basel) Article We formulate and analyze a generic coverage optimization problem arising in wireless sensor networks with sensors of limited mobility. Given a set of targets to be covered and a set of mobile sensors, we seek a sensor dispatch algorithm maximizing the covered targets under the constraint that the maximal moving distance for each sensor is upper-bounded by a given threshold. We prove that the problem is NP-hard. Given its hardness, we devise four algorithms to solve it heuristically or approximately. Among the approximate algorithms, we first develop randomized [Formula: see text]-optimal algorithm. We then employ a derandomization technique to devise a deterministic [Formula: see text]-approximation algorithm. We also design a deterministic approximation algorithm with nearly [Formula: see text] approximation ratio by using a colouring technique, where [Formula: see text] denotes the maximal number of subsets covering the same target. Experiments are also conducted to validate the effectiveness of the algorithms in a variety of parameter settings. MDPI 2020-12-29 /pmc/articles/PMC7795209/ /pubmed/33383935 http://dx.doi.org/10.3390/s21010184 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 Liang, Dieyan Shen, Hong Chen, Lin Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title | Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title_full | Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title_fullStr | Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title_full_unstemmed | Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title_short | Maximum Target Coverage Problem in Mobile Wireless Sensor Networks |
title_sort | maximum target coverage problem in mobile wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7795209/ https://www.ncbi.nlm.nih.gov/pubmed/33383935 http://dx.doi.org/10.3390/s21010184 |
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