NDLI: A Communication-Efficient Distributed Clustering Algorithm for Sensor Networks

Content Provider	IEEE Xplore Digital Library
Author	Taherkordi, A. Mohammadi, R. Eliassen, F.
Copyright Year	2008
Description	Author affiliation: Univ. of Oslo, Oslo (Taherkordi, A.)
Abstract	Sensor networks usually generate continuous stream of data over time. Clustering sensor data as a core task of mining sensor data plays an essential role in analytical applications of sensor networks. Although several algorithms have been proposed to address the problem of distributed clustering, in the domain of sensor networks these algorithms face major new challenges such as limited communication bandwidth and constraints in power supply, and storage resources. Moreover, previous studies about clustering in sensor networks have mostly focused on clustering sensor nodes and designing better network topology for the purpose of energy conservation rather than clustering sensor data for future analytical purposes. In this paper a communication efficient distributed algorithm is proposed for clustering sensory data. This approach addresses the limited bandwidth issue through summarized transmissions. Furthermore communication efficiency of the algorithm contributes to reduced power consumption. Time efficiency of the algorithm is evaluated through simulation experiments and the results are presented.
Starting Page	634
Ending Page	638
File Size	297425
Page Count	5
File Format	PDF
ISBN	9780769530963
DOI	10.1109/WAINA.2008.130
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-03-25
Publisher Place	Japan
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Algorithm design and analysis Data analysis Sensor Networks Sensor phenomena and characterization Data Mining Data mining Clustering Intelligent sensors Wireless sensor networks Clustering algorithms Bandwidth Biomedical monitoring Informatics
Content Type	Text
Resource Type	Article

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