DocumentCode
1338852
Title
Exact Top-K Queries in Wireless Sensor Networks
Author
Malhotra, Baljeet ; Nascimento, Mario A. ; Nikolaidis, Ioanis
Author_Institution
Centre for Maritime Studies, Nat. Univ. of Singapore, Singapore, Singapore
Volume
23
Issue
10
fYear
2011
Firstpage
1513
Lastpage
1525
Abstract
In this paper, we consider the exact top-k query problem in wireless sensor networks, i.e., where one seeks to find the k highest reported values as well as the complete set of nodes that reported them. Our primary contribution in this context is EXTOK, a provably correct and topology-independent new filtering-based algorithm for processing exact top-k queries. As a secondary contribution we confirm a previous result of ours by showing that the efficiency of top-k query processing algorithms, including EXTOK, can be further improved by simply choosing a proper underlying logical tree topology. We examine EXTOK´s performance with respect to a number of parameters and different logical tree topologies while using both synthetic and real data sets. Our simulation reveal that EXTOK consistently outperforms the current state-of-the-art algorithm by a very significant margin and regardless of the underlying logical tree topology.
Keywords
data handling; information filtering; query processing; trees (mathematics); wireless sensor networks; EXTOK; exact top-k query problem; filtering-based algorithm; logical tree topology; wireless sensor network; Context; Network topology; Probes; Query processing; Technical Activities Guide - TAG; Topology; Wireless sensor networks; Wireless sensor networks; energy efficiency.; in-network query processing; top-k query processing;
fLanguage
English
Journal_Title
Knowledge and Data Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1041-4347
Type
jour
DOI
10.1109/TKDE.2010.186
Filename
5590247
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