An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks

Clustering, as an essential part in an hierarchy protocol that can prolong the network lifetime, is influenced by the cluster head selection and clustering scheme. A new clustering algorithm called clustering by fast search and finding of density peaks (CFSFDP) based on local density and distance is...

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Main Authors: Yiming Zhang, Mandan Liu, Qingwei Liu
Format: Article
Language:English
Published: MDPI AG 2018-03-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/18/3/881
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spelling doaj-0b88c17b62cb4221a5fd99ed6aa9986d2020-11-24T23:11:17ZengMDPI AGSensors1424-82202018-03-0118388110.3390/s18030881s18030881An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor NetworksYiming Zhang0Mandan Liu1Qingwei Liu2School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, ChinaSchool of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, ChinaSchool of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, ChinaClustering, as an essential part in an hierarchy protocol that can prolong the network lifetime, is influenced by the cluster head selection and clustering scheme. A new clustering algorithm called clustering by fast search and finding of density peaks (CFSFDP) based on local density and distance is implementable and efficient. In this paper, we combine this clustering algorithm with a hierarchy protocol in wireless sensor networks (WSNs). However, energy consumption in each round is unbalanced only considering these two variables during the clustering phase, which leads to the early death of the first node. In order to solve this problem, we take residual energy into consideration in our improved CFSFDP-E (energy) algorithm so as to ultimately balance the energy consumption of the network. We analyze different forms of energy and choose a dynamic threshold for each round in the CFSFDP-E algorithm. Simulation results demonstrate that the proposed approach can not only postpone the death of the first node by almost 50% compared to LEACH, but that it also outperforms several related protocols with respect to energy efficiency.http://www.mdpi.com/1424-8220/18/3/881wireless sensor networks (WSNs)clusteringCFSFDPenergy-balanced protocol
collection DOAJ
language English
format Article
sources DOAJ
author Yiming Zhang
Mandan Liu
Qingwei Liu
spellingShingle Yiming Zhang
Mandan Liu
Qingwei Liu
An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
Sensors
wireless sensor networks (WSNs)
clustering
CFSFDP
energy-balanced protocol
author_facet Yiming Zhang
Mandan Liu
Qingwei Liu
author_sort Yiming Zhang
title An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
title_short An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
title_full An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
title_fullStr An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
title_full_unstemmed An Energy-Balanced Clustering Protocol Based on an Improved CFSFDP Algorithm for Wireless Sensor Networks
title_sort energy-balanced clustering protocol based on an improved cfsfdp algorithm for wireless sensor networks
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2018-03-01
description Clustering, as an essential part in an hierarchy protocol that can prolong the network lifetime, is influenced by the cluster head selection and clustering scheme. A new clustering algorithm called clustering by fast search and finding of density peaks (CFSFDP) based on local density and distance is implementable and efficient. In this paper, we combine this clustering algorithm with a hierarchy protocol in wireless sensor networks (WSNs). However, energy consumption in each round is unbalanced only considering these two variables during the clustering phase, which leads to the early death of the first node. In order to solve this problem, we take residual energy into consideration in our improved CFSFDP-E (energy) algorithm so as to ultimately balance the energy consumption of the network. We analyze different forms of energy and choose a dynamic threshold for each round in the CFSFDP-E algorithm. Simulation results demonstrate that the proposed approach can not only postpone the death of the first node by almost 50% compared to LEACH, but that it also outperforms several related protocols with respect to energy efficiency.
topic wireless sensor networks (WSNs)
clustering
CFSFDP
energy-balanced protocol
url http://www.mdpi.com/1424-8220/18/3/881
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