• DocumentCode
    2127217
  • Title

    Joint channel estimation and decoding using Gaussian approximation in a factor graph over multipath channel

  • Author

    Liu, Yang ; Brunel, Loïc ; Boutros, Joseph J.

  • Author_Institution
    Mitsubishi Electr. ITE-TCL, Rennes, France
  • fYear
    2009
  • fDate
    13-16 Sept. 2009
  • Firstpage
    3164
  • Lastpage
    3168
  • Abstract
    Joint channel estimation and decoding using belief propagation on factor graphs requires the quantization of probability densities since continuous parameters are involved. We propose to replace these densities by standard messages where the channel estimate is accurately modeled as a Gaussian mixture over multipath channel. Upward messages include symbol extrinsic information and downward messages carry mean values and variances for the Gaussian modeled channel estimate. Such unquantized message propagation leads to a complexity reduction and a performance improvement. Over multipath channel, the proposed belief propagation almost achieves the performance of iterative APP equalizer and outperforms MMSE equalizer.
  • Keywords
    Gaussian processes; channel estimation; graph theory; iterative methods; least mean squares methods; multipath channels; Gaussian approximation; belief propagation; decoding; downward messages; factor graph; iterative APP equalizer; joint channel estimation; multipath channel; symbol extrinsic information; unquantized message propagation; upward messages; Belief propagation; Channel estimation; Equalizers; Gaussian approximation; Gaussian distribution; Intersymbol interference; Iterative decoding; Multipath channels; Probability distribution; Quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Personal, Indoor and Mobile Radio Communications, 2009 IEEE 20th International Symposium on
  • Conference_Location
    Tokyo
  • Print_ISBN
    978-1-4244-5122-7
  • Electronic_ISBN
    978-1-4244-5123-4
  • Type

    conf

  • DOI
    10.1109/PIMRC.2009.5449857
  • Filename
    5449857