• DocumentCode
    3588083
  • Title

    Distributed detection for wireless sensor networks with fusion center under correlated noise

  • Author

    Behbahani, Alireza S. ; Eltawil, Ahmed M. ; Jafarkhani, Hamid

  • Author_Institution
    Center for Pervasive Commun. & Comput., Univ. of California, Irvine, Irvine, CA, USA
  • fYear
    2014
  • Firstpage
    2137
  • Lastpage
    2141
  • Abstract
    In this paper, we study a binary distributed detection problem under correlated noise by using wireless sensors and a fusion center (FC) with one antenna where the channel is a coherent multiple access. In order to decide between the two hypotheses, we design sensors to maximize the error exponent derived based on minimizing probability of error for Bayesian detection subject to network power constraint. We provide a closed form solution for the sensor encoders under correlated noise at the sensors. Furthermore, the effect of noise correlation at the sensors is investigated. It is shown that knowledge of noise correlation at the sensors will help to improve the system performance. Moreover, if correlation exists but the system is unaware of it, the system performance might improve depending on the correlation structure. Finally, simulations are provided to verify the analysis.
  • Keywords
    Bayes methods; error statistics; sensor fusion; signal detection; wireless channels; wireless sensor networks; Bayesian detection; FC; binary distributed detection; coherent multiple access channel; correlated noise; error exponent maximization; error probability minimization; fusion center; sensor encoder; wireless sensor network; Correlation; Covariance matrices; Noise; Sensor fusion; Sensor systems; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2014 48th Asilomar Conference on
  • Print_ISBN
    978-1-4799-8295-0
  • Type

    conf

  • DOI
    10.1109/ACSSC.2014.7094853
  • Filename
    7094853