• DocumentCode
    1382507
  • Title

    On the Optimal Performance in Asymmetric Gaussian Wireless Sensor Networks With Fading

  • Author

    Behroozi, Hamid ; Alajaji, Fady ; Linder, Tamás

  • Author_Institution
    Dept. of Math. & Stat., Queen´´s Univ., Kingston, ON, Canada
  • Volume
    58
  • Issue
    4
  • fYear
    2010
  • fDate
    4/1/2010 12:00:00 AM
  • Firstpage
    2436
  • Lastpage
    2441
  • Abstract
    We study the estimation of a Gaussian source by a Gaussian wireless sensor network (WSN) where L distributed sensors transmit noisy observations of the source through a fading Gaussian multiple access channel to a fusion center. In a recent work Gastpar, [??Uncoded transmission is exactly optimal for a Simple Gaussian Sensor Network??, IEEE Trans. Inf. Theory, vol. 54, no. 11, pp. 5247-5251, Nov. 2008] showed that for a symmetric Gaussian WSN with no fading, uncoded (analog) transmission achieves the optimal performance theoretically attainable (OPTA). In this correspondence, we consider an asymmetric fading WSN in which the sensors have differing noise and transmission powers. We first present lower and upper bounds on the system´s OPTA under random fading. We next focus on asymmetric networks with deterministic fading. By comparing the obtained lower and upper OPTA bounds under deterministic fading, we provide a sufficient condition for the optimality of the uncoded transmission scheme for a given power tuple mbi P=(P 1,P 2,...,PL) . Then, allowing the sensor powers to vary under a weighted sum constraint (this includes the sum-power constraint as a special case), we obtain a sufficient condition for the optimality of uncoded transmission and provide the system´s corresponding OPTA.
  • Keywords
    Gaussian channels; fading channels; multi-access systems; wireless sensor networks; Gaussian source estimation; asymmetric Gaussian wireless sensor networks; asymmetric fading WSN; distributed sensors; fading Gaussian multiple access channel; random fading; transmission powers; Gaussian multiple access channel with fading; joint source-channel coding; power-distortion tradeoff; remote source coding; sensor networks; uncoded transmission;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2010.2040666
  • Filename
    5382605