DocumentCode
3158359
Title
Optimal number of clusters in wireless sensor networks: An FCM approach
Author
Raghuvanshi, A.S. ; Tiwari, S. ; Tripathi, R. ; Kishor, N.
Author_Institution
Motilal Nehru Nat. Inst. of Technol., Allahabad, India
fYear
2010
fDate
17-19 Sept. 2010
Firstpage
817
Lastpage
823
Abstract
Wireless Sensor Networks (WSN) are resource constrained systems that needs efficient utilization of all resources. Clustering is well known technique for achieving high scalability and efficient resource allocation in WSN. One of the fundamental issues in cluster based networks is to determine the optimal number of clusters with the objective of minimizing the energy consumption. Considering its importance, a Fuzzy c-Means (FCM) clustering approach is proposed to determine the optimal number of clusters in WSN. The study considers the deployment of 100 nodes in 100×100 m2 area for random uniform distribution. The optimal number of clusters determined by FCM has been compared with those obtained by analytical method. Study on lifetime of wireless sensor networks is also presented with optimal clusters in network.
Keywords
fuzzy set theory; pattern clustering; random processes; wireless sensor networks; FCM approach; WSN; cluster based network; fuzzy c-means clustering; random uniform distribution; resource allocation; wireless sensor network; Classification algorithms; Clustering algorithms; Energy efficiency; Indexes; Partitioning algorithms; Radio transmitters; Wireless sensor networks; Energy efficiency; FCM; Fuzzy clustering; Wireless Sensor Networks; optimal number of clusters;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer and Communication Technology (ICCCT), 2010 International Conference on
Conference_Location
Allahabad, Uttar Pradesh
Print_ISBN
978-1-4244-9033-2
Type
conf
DOI
10.1109/ICCCT.2010.5640391
Filename
5640391
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