• DocumentCode
    1993141
  • Title

    Localization of Wireless Sensor Nodes with Erroneous Anchors via Em Algorithm

  • Author

    Leng, Mei ; Wu, Yik-Chung

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. of Hong Kong, Hong Kong, China
  • fYear
    2010
  • fDate
    6-10 Dec. 2010
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Finding locations of the sensor nodes in Wireless Sensor Network has been an active research area in recent years. One important category of approaches uses distance measurements between anchors and sensors to localize the unknown node. However, most approaches assume that the anchor positions are perfectly known, while in practice the anchor positions may not be accurate due to estimation errors as well as observation errors. In this paper, we study the localization of wireless sensor node with erroneous anchors, and propose an EM estimator which iteratively refines the anchor positions and estimates the sensor location. Simulation results shows that the EM estimator converges in a few iterations and outperforms the existing robust least squares algorithm.
  • Keywords
    distance measurement; estimation theory; expectation-maximisation algorithm; least squares approximations; wireless sensor networks; EM algorithm; EM estimator; anchor positions; distance measurements; erroneous anchors; estimation errors; iterations; least squares algorithm; observation errors; sensor location estimation; wireless sensor network; wireless sensor nodes localization; Covariance matrix; Global Positioning System; Measurement errors; Peer to peer computing; Simulation; Uncertainty; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
  • Conference_Location
    Miami, FL
  • ISSN
    1930-529X
  • Print_ISBN
    978-1-4244-5636-9
  • Electronic_ISBN
    1930-529X
  • Type

    conf

  • DOI
    10.1109/GLOCOM.2010.5683734
  • Filename
    5683734