Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Liang, Dieyan, Shen, Hong, Chen, Lin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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
_version_ 1783634391066476544
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
work_keys_str_mv AT liangdieyan maximumtargetcoverageprobleminmobilewirelesssensornetworks
AT shenhong maximumtargetcoverageprobleminmobilewirelesssensornetworks
AT chenlin maximumtargetcoverageprobleminmobilewirelesssensornetworks