Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks

To prolong the function of wireless sensor networks (WSNs), the lifetime of the system has to be increased. WSNs lifetime can be calculated by using a few generic parameters, such as the time until the death of the first node and other parameters according to the application. Literature indicates th...

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Main Authors: Sonam Lata, Shabana Mehfuz, Shabana Urooj, Fadwa Alrowais
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9056477/
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spelling doaj-81a132b28a224bd88d452cc8590856e62021-03-30T03:14:28ZengIEEEIEEE Access2169-35362020-01-018660136602410.1109/ACCESS.2020.29854959056477Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor NetworksSonam Lata0https://orcid.org/0000-0003-1636-7424Shabana Mehfuz1https://orcid.org/0000-0002-5451-6964Shabana Urooj2https://orcid.org/0000-0002-1477-8759Fadwa Alrowais3https://orcid.org/0000-0002-8447-198XDepartment of Electrical Engineering, Jamia Millia Islamia, Delhi, IndiaDepartment of Electrical Engineering, Jamia Millia Islamia, Delhi, IndiaDepartment of Electrical Engineering, College of Engineering, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi ArabiaDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi ArabiaTo prolong the function of wireless sensor networks (WSNs), the lifetime of the system has to be increased. WSNs lifetime can be calculated by using a few generic parameters, such as the time until the death of the first node and other parameters according to the application. Literature indicates that choosing the most appropriate cluster head by clustering is one of the most successful ways to improve the lifespan of the WSN. The drawback of clustering protocols is based on the probabilistic model. Sometimes they select two cluster heads for two different clusters which are very close to each other and results in head situated at the edge of the cluster in some cases. This type of cluster head selection leads to a reduction in energy efficiency. Therefore, we have proposed the LEACH-Fuzzy Clustering (LEACH-FC) protocol and implemented a fuzzy logic-based cluster head selection and cluster formation to maximize the lifetime of the network. For selections of cluster head and formation of the cluster, we have used a centralized approach instead of distributed ones. We have also employed fuzzy logic in the selection of vice cluster head, which is also a centralized approach. The proposed algorithm has been found to be effective in balancing the energy load at each node thereby enhancing the reliability of WSN. It outperforms other proposed algorithms for improving network lifetime and energy consumption.https://ieeexplore.ieee.org/document/9056477/Energyfuzzy logiccentralized clusteringnetwork lifetime
collection DOAJ
language English
format Article
sources DOAJ
author Sonam Lata
Shabana Mehfuz
Shabana Urooj
Fadwa Alrowais
spellingShingle Sonam Lata
Shabana Mehfuz
Shabana Urooj
Fadwa Alrowais
Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
IEEE Access
Energy
fuzzy logic
centralized clustering
network lifetime
author_facet Sonam Lata
Shabana Mehfuz
Shabana Urooj
Fadwa Alrowais
author_sort Sonam Lata
title Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
title_short Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
title_full Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
title_fullStr Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
title_full_unstemmed Fuzzy Clustering Algorithm for Enhancing Reliability and Network Lifetime of Wireless Sensor Networks
title_sort fuzzy clustering algorithm for enhancing reliability and network lifetime of wireless sensor networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description To prolong the function of wireless sensor networks (WSNs), the lifetime of the system has to be increased. WSNs lifetime can be calculated by using a few generic parameters, such as the time until the death of the first node and other parameters according to the application. Literature indicates that choosing the most appropriate cluster head by clustering is one of the most successful ways to improve the lifespan of the WSN. The drawback of clustering protocols is based on the probabilistic model. Sometimes they select two cluster heads for two different clusters which are very close to each other and results in head situated at the edge of the cluster in some cases. This type of cluster head selection leads to a reduction in energy efficiency. Therefore, we have proposed the LEACH-Fuzzy Clustering (LEACH-FC) protocol and implemented a fuzzy logic-based cluster head selection and cluster formation to maximize the lifetime of the network. For selections of cluster head and formation of the cluster, we have used a centralized approach instead of distributed ones. We have also employed fuzzy logic in the selection of vice cluster head, which is also a centralized approach. The proposed algorithm has been found to be effective in balancing the energy load at each node thereby enhancing the reliability of WSN. It outperforms other proposed algorithms for improving network lifetime and energy consumption.
topic Energy
fuzzy logic
centralized clustering
network lifetime
url https://ieeexplore.ieee.org/document/9056477/
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