• DocumentCode
    1137456
  • Title

    Linear prediction error method for blind identification of periodically time-varying channels

  • Author

    Tugnait, Jitendra K. ; Luo, Weilin

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Auburn Univ., AL, USA
  • Volume
    50
  • Issue
    12
  • fYear
    2002
  • fDate
    12/1/2002 12:00:00 AM
  • Firstpage
    3070
  • Lastpage
    3082
  • Abstract
    Blind channel estimation for single-input multiple-output (SIMO) periodically time-varying channels is considered using only the second-order statistics of the data. The time-varying channel is assumed to be described by a complex exponential basis expansion model (CE-BEM). The linear prediction error method for blind identification of time-invariant channels is extended to time-varying channels represented by a CE-BEM. Sufficient conditions for identifiability are investigated. The cyclostationary nature of the received signal is exploited to consistently estimate the time-varying correlation function of the data from a single observation record. The proposed method requires the knowledge of the active basis functions but not the channel length (an upper bound suffices). Several existing methods require precise knowledge of the channel length. Equalization of the time-varying channel, given the estimated channel, is investigated. Computer simulation examples are presented to illustrate the approach and to compare it with two existing approaches.
  • Keywords
    blind equalisers; channel estimation; correlation methods; error analysis; identification; prediction theory; statistical analysis; time-varying channels; ISI channels; SIMO channels; active basis functions; blind channel estimation; blind identification; channel length; complex exponential basis expansion model; computer simulation; cyclostationary received signal; linear prediction error method; observation record; periodically time-varying channels; second-order statistics; single-input multiple-output channels; sufficient conditions; time-invariant channels; time-varying channel equalization; time-varying correlation function; upper bound; Blind equalizers; Channel estimation; Delay; Digital communication; Fading; Finite impulse response filter; Intersymbol interference; Statistics; Sufficient conditions; Time-varying channels;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2002.805493
  • Filename
    1076000