A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer

Clustering has been accepted as one of the most efficient techniques for conserving the energy of wireless sensor networks (WSNs). In cluster-based WSN, the cluster heads (CH) consume more energy compared with normal nodes, which results in rising their energy consumption and reducing the network li...

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Main Authors: Aliaa M. Alabdali, Niayesh Gharaei, Arwa A. Mashat
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9521531/
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spelling doaj-53545f2ba06d4cba824f8c36f2d622872021-09-03T23:00:14ZengIEEEIEEE Access2169-35362021-01-01911782311783110.1109/ACCESS.2021.31072309521531A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy BalancerAliaa M. Alabdali0https://orcid.org/0000-0002-5405-5539Niayesh Gharaei1https://orcid.org/0000-0002-1309-2536Arwa A. Mashat2Information Technology Department, Faculty of Computing and Information Technology, King Abdulaziz University, Rabigh, Saudi ArabiaInformation Technology Department, Faculty of Computing and Information Technology, King Abdulaziz University, Rabigh, Saudi ArabiaInformation Systems Department, Faculty of Computing and Information Technology, King Abdulaziz University, Rabigh, Saudi ArabiaClustering has been accepted as one of the most efficient techniques for conserving the energy of wireless sensor networks (WSNs). In cluster-based WSN, the cluster heads (CH) consume more energy compared with normal nodes, which results in rising their energy consumption and reducing the network lifetime. There are several energy-efficient routing schemes which have been presented to reduce the energy consumption of CHs. In such schemes, further clustering of CHs will result in reducing the energy consumption of CHs. However, this rule has not been considered in previous related works. Likewise, unbalanced energy consumption of CHs is one the main design challenges which leads to increase the wasted energy and premature network death. A number of recent studies have sought to improve the balanced energy via utilizing devices equipped with large and expensive energy harvesters, which leads to extra cost Therefore, a feasible solution is needed to achieve balanced energy consumption of CHs. Consequently, to overcome the aforementioned limitations, we proposed a framework for energy-efficient clustering by utilizing a wireless energy balancer. Firstly, an n-level clustering is presented which results in fully leveraging and reducing the energy consumption of CHs. Secondly, an energy balancer is utilized in order to reduce the wasted energy to the fullest possible extent by zeroing the variance between the remaining energy of CHs. The performance of the proposed scheme has been compared against CMS2TO and DGOB mechanisms. Simulation results show that the proposed scheme achieved improved performance in terms of network lifetime by 20%, total energy consumption by 52%, network overhead by 20%, computation time by 46%, and wasted energy by 86% compared to existing schemes. In conclusion, the proposed framework proves to be a viable solution for enhancing the network lifetime and energy efficiency.https://ieeexplore.ieee.org/document/9521531/Wireless sensor networkclusteringenergy balancerenergy efficiency
collection DOAJ
language English
format Article
sources DOAJ
author Aliaa M. Alabdali
Niayesh Gharaei
Arwa A. Mashat
spellingShingle Aliaa M. Alabdali
Niayesh Gharaei
Arwa A. Mashat
A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
IEEE Access
Wireless sensor network
clustering
energy balancer
energy efficiency
author_facet Aliaa M. Alabdali
Niayesh Gharaei
Arwa A. Mashat
author_sort Aliaa M. Alabdali
title A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
title_short A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
title_full A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
title_fullStr A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
title_full_unstemmed A Framework for Energy-Efficient Clustering With Utilizing Wireless Energy Balancer
title_sort framework for energy-efficient clustering with utilizing wireless energy balancer
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Clustering has been accepted as one of the most efficient techniques for conserving the energy of wireless sensor networks (WSNs). In cluster-based WSN, the cluster heads (CH) consume more energy compared with normal nodes, which results in rising their energy consumption and reducing the network lifetime. There are several energy-efficient routing schemes which have been presented to reduce the energy consumption of CHs. In such schemes, further clustering of CHs will result in reducing the energy consumption of CHs. However, this rule has not been considered in previous related works. Likewise, unbalanced energy consumption of CHs is one the main design challenges which leads to increase the wasted energy and premature network death. A number of recent studies have sought to improve the balanced energy via utilizing devices equipped with large and expensive energy harvesters, which leads to extra cost Therefore, a feasible solution is needed to achieve balanced energy consumption of CHs. Consequently, to overcome the aforementioned limitations, we proposed a framework for energy-efficient clustering by utilizing a wireless energy balancer. Firstly, an n-level clustering is presented which results in fully leveraging and reducing the energy consumption of CHs. Secondly, an energy balancer is utilized in order to reduce the wasted energy to the fullest possible extent by zeroing the variance between the remaining energy of CHs. The performance of the proposed scheme has been compared against CMS2TO and DGOB mechanisms. Simulation results show that the proposed scheme achieved improved performance in terms of network lifetime by 20%, total energy consumption by 52%, network overhead by 20%, computation time by 46%, and wasted energy by 86% compared to existing schemes. In conclusion, the proposed framework proves to be a viable solution for enhancing the network lifetime and energy efficiency.
topic Wireless sensor network
clustering
energy balancer
energy efficiency
url https://ieeexplore.ieee.org/document/9521531/
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