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An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs

Network lifetime and energy efficiency are crucial performance metrics used to evaluate wireless sensor networks (WSNs). Decreasing and balancing the energy consumption of nodes can be employed to increase network lifetime. In cluster-based WSNs, one objective of applying clustering is to decrease t...

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Autores principales: Gharaei, Niayesh, Abu Bakar, Kamalrulnizam, Mohd Hashim, Siti Zaiton, Hosseingholi Pourasl, Ali, Siraj, Mohammad, Darwish, Tasneem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5579719/
https://www.ncbi.nlm.nih.gov/pubmed/28800121
http://dx.doi.org/10.3390/s17081858
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author Gharaei, Niayesh
Abu Bakar, Kamalrulnizam
Mohd Hashim, Siti Zaiton
Hosseingholi Pourasl, Ali
Siraj, Mohammad
Darwish, Tasneem
author_facet Gharaei, Niayesh
Abu Bakar, Kamalrulnizam
Mohd Hashim, Siti Zaiton
Hosseingholi Pourasl, Ali
Siraj, Mohammad
Darwish, Tasneem
author_sort Gharaei, Niayesh
collection PubMed
description Network lifetime and energy efficiency are crucial performance metrics used to evaluate wireless sensor networks (WSNs). Decreasing and balancing the energy consumption of nodes can be employed to increase network lifetime. In cluster-based WSNs, one objective of applying clustering is to decrease the energy consumption of the network. In fact, the clustering technique will be considered effective if the energy consumed by sensor nodes decreases after applying clustering, however, this aim will not be achieved if the cluster size is not properly chosen. Therefore, in this paper, the energy consumption of nodes, before clustering, is considered to determine the optimal cluster size. A two-stage Genetic Algorithm (GA) is employed to determine the optimal interval of cluster size and derive the exact value from the interval. Furthermore, the energy hole is an inherent problem which leads to a remarkable decrease in the network’s lifespan. This problem stems from the asynchronous energy depletion of nodes located in different layers of the network. For this reason, we propose Circular Motion of Mobile-Sink with Varied Velocity Algorithm (CM2SV2) to balance the energy consumption ratio of cluster heads (CH). According to the results, these strategies could largely increase the network’s lifetime by decreasing the energy consumption of sensors and balancing the energy consumption among CHs.
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spelling pubmed-55797192017-09-06 An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs Gharaei, Niayesh Abu Bakar, Kamalrulnizam Mohd Hashim, Siti Zaiton Hosseingholi Pourasl, Ali Siraj, Mohammad Darwish, Tasneem Sensors (Basel) Article Network lifetime and energy efficiency are crucial performance metrics used to evaluate wireless sensor networks (WSNs). Decreasing and balancing the energy consumption of nodes can be employed to increase network lifetime. In cluster-based WSNs, one objective of applying clustering is to decrease the energy consumption of the network. In fact, the clustering technique will be considered effective if the energy consumed by sensor nodes decreases after applying clustering, however, this aim will not be achieved if the cluster size is not properly chosen. Therefore, in this paper, the energy consumption of nodes, before clustering, is considered to determine the optimal cluster size. A two-stage Genetic Algorithm (GA) is employed to determine the optimal interval of cluster size and derive the exact value from the interval. Furthermore, the energy hole is an inherent problem which leads to a remarkable decrease in the network’s lifespan. This problem stems from the asynchronous energy depletion of nodes located in different layers of the network. For this reason, we propose Circular Motion of Mobile-Sink with Varied Velocity Algorithm (CM2SV2) to balance the energy consumption ratio of cluster heads (CH). According to the results, these strategies could largely increase the network’s lifetime by decreasing the energy consumption of sensors and balancing the energy consumption among CHs. MDPI 2017-08-11 /pmc/articles/PMC5579719/ /pubmed/28800121 http://dx.doi.org/10.3390/s17081858 Text en © 2017 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
Gharaei, Niayesh
Abu Bakar, Kamalrulnizam
Mohd Hashim, Siti Zaiton
Hosseingholi Pourasl, Ali
Siraj, Mohammad
Darwish, Tasneem
An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title_full An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title_fullStr An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title_full_unstemmed An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title_short An Energy-Efficient Mobile Sink-Based Unequal Clustering Mechanism for WSNs
title_sort energy-efficient mobile sink-based unequal clustering mechanism for wsns
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5579719/
https://www.ncbi.nlm.nih.gov/pubmed/28800121
http://dx.doi.org/10.3390/s17081858
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