• DocumentCode
    3138629
  • Title

    Monte-Carlo equalization and estimation of frequency selective channels under system nonlinearity

  • Author

    Drumright, Thomas A. ; Ding, Zhi

  • Author_Institution
    Dept. of Electr. & Comput. Eng., California Univ., Davis, CA, USA
  • Volume
    4
  • fYear
    2004
  • fDate
    21-25 March 2004
  • Firstpage
    2432
  • Abstract
    Practical communication systems often involve frequency selective linear channels and high efficiency amplifiers that exhibits memoryless nonlinearity. In this paper we present a new Gibbs sampling method for the equalization and estimation of data communication signals under a nonlinearity in frequency selective channels. A channel model is developed for an unknown finite impulse response (FIR) distortion under a known nonlinearity. In order to mitigate the effects of the nonlinearity, an improved method for drawing samples from the unknown channel response is presented. This method is shown to closely match the MAP performance of a linear system with the same channel.
  • Keywords
    FIR filters; Monte Carlo methods; channel estimation; free energy; frequency estimation; maximum likelihood estimation; memoryless systems; nonlinear distortion; radiocommunication; radiofrequency amplifiers; signal sampling; FIR distortion; Gibbs sampling method; MAP performance; Monte-Carlo equalization; channel response; communication system; data communication signal; finite impulse response; frequency selective channel estimation; high efficiency amplifier; linear channel model; memoryless nonlinearity system; AWGN; Additive white noise; Finite impulse response filter; Frequency estimation; Gaussian noise; Intersymbol interference; Nonlinear distortion; Parameter estimation; Sampling methods; State-space methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Networking Conference, 2004. WCNC. 2004 IEEE
  • ISSN
    1525-3511
  • Print_ISBN
    0-7803-8344-3
  • Type

    conf

  • DOI
    10.1109/WCNC.2004.1311470
  • Filename
    1311470