A Modified GA-Based Load Balanced Clustering Algorithm for WSN: MGALBC

The prevalent applications of WSN have fascinated a plethora of research efforts. Sensor nodes have serious limitations such as battery lifetime, memory constraints, and computational capabilities. Clustering is an important method for maximizing the network lifetime. In clustering, a network is div...

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Published inInternational journal of embedded and real-time communication systems Vol. 12; no. 1; pp. 44 - 63
Main Authors Akhtar, Md Amir Khusru, Kumar, Mohit, Kumar, Dinesh
Format Journal Article
LanguageEnglish
Published Hershey IGI Global 01.01.2021
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ISSN1947-3176
1947-3184
DOI10.4018/IJERTCS.20210101.oa3

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Abstract The prevalent applications of WSN have fascinated a plethora of research efforts. Sensor nodes have serious limitations such as battery lifetime, memory constraints, and computational capabilities. Clustering is an important method for maximizing the network lifetime. In clustering, a network is divided into virtual groups, and CHs send their data to the BS either directly or using multi-hop routing. CHs are some special nodes having more energy than normal nodes. In fact, these special nodes are also battery operated and consequently power constrained; thus, they play a vital role in network lifetime. Cluster formation is very important and improper design may cause overload. This paper presents a modified GA-based load balanced clustering (MGALBC) algorithm for WSN. It is better than GA-based load balanced clustering (GALBC) algorithm because it balances the load by considering the residual energy. The result shows that the proposed method is better than GALBC in terms of energy consumption, number of active sensor nodes and network life.
AbstractList The prevalent applications of WSN have fascinated a plethora of research efforts. Sensor nodes have serious limitations such as battery lifetime, memory constraints, and computational capabilities. Clustering is an important method for maximizing the network lifetime. In clustering, a network is divided into virtual groups, and CHs send their data to the BS either directly or using multi-hop routing. CHs are some special nodes having more energy than normal nodes. In fact, these special nodes are also battery operated and consequently power constrained; thus, they play a vital role in network lifetime. Cluster formation is very important and improper design may cause overload. This paper presents a modified GA-based load balanced clustering (MGALBC) algorithm for WSN. It is better than GA-based load balanced clustering (GALBC) algorithm because it balances the load by considering the residual energy. The result shows that the proposed method is better than GALBC in terms of energy consumption, number of active sensor nodes and network life.
Author Akhtar, Md Amir Khusru
Kumar, Mohit
Kumar, Dinesh
AuthorAffiliation Usha Martin University, India
Cambridge Institute of Technology, India
Jaipur National University, India
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SubjectTerms Algorithms
Clustering
Constraints
Energy consumption
Load balancing
Nodes
Residual energy
Title A Modified GA-Based Load Balanced Clustering Algorithm for WSN: MGALBC
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