• 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