DocumentCode :
2536009
Title :
Energy efficient processing of K nearest neighbor queries in location-aware sensor networks
Author :
Winter, Julian ; Xu, Yingqi ; Lee, Wang-Chien
Author_Institution :
Dept. of Comput. Sci. & Eng., Pennsylvania State Univ., University Park, PA, USA
fYear :
2005
fDate :
17-21 July 2005
Firstpage :
281
Lastpage :
292
Abstract :
The k nearest neighbor (KNN) query, an essential query for information processing in sensor networks, has not received sufficient attention in the research community of sensor networks. In this paper, we examine in-network processing of KNN queries by proposing two alternative algorithms, namely the GeoRouting Tree (GRT) and the KNN Boundary Tree (KBT). The former is based on a distributed spatial index structure and prunes off the irrelevant nodes during query propagation. The latter is based upon ad-hoc geographic routing and first obtains a region within which at least k nearest sensor nodes are enclosed and then decides the k nearest nodes to the query point. We provide an extensive performance evaluation to study the impact of various system factors and protocol parameters. Our results show that GRT yields a good tradeoff between energy consumption and query accuracy in static scenarios. On the other hand, KBT achieves better energy efficiency while being more tolerant to network dynamics.
Keywords :
ad hoc networks; performance evaluation; query processing; routing protocols; tree data structures; wireless sensor networks; GRT; GeoRouting Tree; KNN boundary tree; ad-hoc geographic routing; distributed spatial index structure; dynamic network; information processing; k nearest neighbor query; location-aware sensor network; performance evaluation; protocol parameter; query propagation; Data mining; Energy efficiency; Energy storage; Intelligent networks; Nearest neighbor searches; Routing; Sensor phenomena and characterization; Sensor systems; Spatial databases; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mobile and Ubiquitous Systems: Networking and Services, 2005. MobiQuitous 2005. The Second Annual International Conference on
Print_ISBN :
0-7695-2375-7
Type :
conf
DOI :
10.1109/MOBIQUITOUS.2005.28
Filename :
1541008
Link To Document :
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