Graph Matching-Based Distributed Clustering and Backbone Formation Algorithms for Sensor Networks
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Date
Authors
Dağdeviren, Orhan
Erciyeş, Kayhan
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Volume Title
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Open Access Color
BRONZE
Green Open Access
Yes
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Publicly Funded
No
Abstract
Clustering is a widely used technique to manage the essential operations such as routing and data aggregation in wireless sensor networks (WSNs). We propose two new graph-theoretic distributed clustering algorithms for WSNs that use a weighted matching method for selecting strong links. To the best of our knowledge, our algorithms are the first attempts that use graph matching for clustering. The first algorithm is divided into rounds; extended weighted matching operation is executed by nodes in each round; thus the clusters are constructed synchronously. The second algorithm is the enhanced version of the first algorithm, which provides not only clustering but also backbone formation in an energy-efficient and asynchronous manner. We show the operation of the algorithms, analyze them, provide the simulation results in an ns2 environment. We compare our proposed algorithms with the other graph-theoretic clustering algorithms and show that our algorithms select strong communication links and create a controllable number of balanced clusters while providing low-energy consumptions. We also discuss possible applications that may use the structure provided by these algorithms and the extensions to the algorithms. © The Author 2009. Published by Oxford University Press on behalf of The British Computer Society. All rights reserved.
Description
Keywords
Clustering algorithms, Backbone formation, Graph matchings, Sensor networks, Weighted matching, Sensor networks, Clustering algorithms, Backbone formation, Weighted matching, Graph matchings
Fields of Science
0202 electrical engineering, electronic engineering, information engineering, 0102 computer and information sciences, 02 engineering and technology, 01 natural sciences
Citation
Dağdeviren, O., and Erciyeş, K. (2010). Graph matching-based distributed clustering and backbone formation algorithms for sensor networks. Computer Journal, 53(10), 1553-1575. doi:10.1093/comjnl/bxq004
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OpenCitations Citation Count
9
Source
Volume
53
Issue
10
Start Page
1553
End Page
1575
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CrossRef : 6
Scopus : 18
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