• DocumentCode
    1196091
  • Title

    A Quasi EM Method for Estimating Multiple Transmitter Locations

  • Author

    Nelson, Jill K. ; Gupta, Maya R. ; Almodovar, Jaime E. ; Mortensen, William H.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., George Mason Univ., Fairfax, VA
  • Volume
    16
  • Issue
    5
  • fYear
    2009
  • fDate
    5/1/2009 12:00:00 AM
  • Firstpage
    354
  • Lastpage
    357
  • Abstract
    We consider estimating multiple transmitter locations based on received signal strength measurements by a sensor network of randomly located receivers. This problem is motivated by the search for available spectrum in cognitive radio applications. We create a quasi expectation maximization (EM) algorithm for localization under lognormal shadowing. Simulated performance is compared to random guessing and to global optimization using constriction particle swarm (CPSO). Results show that the proposed quasi EM algorithm outperforms both alternatives given a fixed number of guesses, and the performance gap grows as the number of transmitters increases.
  • Keywords
    cognitive radio; expectation-maximisation algorithm; particle swarm optimisation; radio direction-finding; radio receivers; radio transmitters; wireless sensor networks; cognitive radio; constriction particle swarm optimisation; expectation maximization algorithm; lognormal shadowing; multiple transmitter location estimation; quasi EM algorithm; received signal strength measurement; receiver; sensor network; AWGN; Cognitive radio; Interference; Maximum likelihood estimation; Particle swarm optimization; Power measurement; Power system modeling; Radio transmitters; Receivers; Shadow mapping; Cognitive radio; expectation-maximization; particle swarm optimization; sensor network; spectrum sensing; transmitter localization;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2009.2016003
  • Filename
    4802162