• DocumentCode
    3339945
  • Title

    Decentralized source localization and tracking [wireless sensor networks]

  • Author

    Rabbat, Michael G. ; Nowak, Robert D.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Wisconsin Univ., Madison, WI, USA
  • Volume
    3
  • fYear
    2004
  • fDate
    17-21 May 2004
  • Abstract
    This paper describes a new approach to the source localization and tracking problem in wireless sensor networks. A fast, easy-to-implement algorithm for localizing a source using received signal strength measurements is presented. The algorithm is based on incremental subgradient optimization methods. Using theory on the convergence rates of these methods, we characterize the amount of in-network communication required to achieve an accurate estimate of the source´s location. In comparison to other localization and tracking algorithms described in the literature, the amount of communication (and thus energy and bandwidth) used by our algorithm is much lower than that used by other schemes, especially as network size grows.
  • Keywords
    convergence of numerical methods; gradient methods; position measurement; sensor fusion; target tracking; wireless sensor networks; bandwidth requirements; collaborative signal processing; convergence rate theory; data fusion; decentralized source localization; energy requirements; gradient descent algorithm; in-network communication; incremental subgradient optimization methods; network size effects; received signal strength measurements; source location accurate estimate; source tracking; wireless sensor networks; Bandwidth; Collaboration; Collaborative work; Optimization methods; Position measurement; Robustness; Routing; Signal processing algorithms; Target tracking; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8484-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2004.1326696
  • Filename
    1326696