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
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;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
DOI :
10.1109/TKDE.2010.186