• DocumentCode
    1171433
  • Title

    A generalized LDPC decoder for blind turbo equalization

  • Author

    Gunther, Jacob H. ; Ankapura, Madan ; Moon, Todd K.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Utah State Univ., Logan, UT, USA
  • Volume
    53
  • Issue
    10
  • fYear
    2005
  • Firstpage
    3847
  • Lastpage
    3856
  • Abstract
    The equations for iteratively decoding low-density parity-check (LDPC) codes are generalized to compute joint probabilities of arbitrary sets of codeword bits and parity checks. The standard iterative LDPC decoder, which computes single variable probabilities, is realized as a special case. Another specialization allows pairwise joint posterior probabilities of pairs of codeword bits to be computed. These pairwise joint probabilities are used in an expectation-maximization (EM) based blind channel estimator that is ignorant of the code constraints. Channel estimates are input to a turbo equalizer that exploits the structure of the LDPC code. Feeding pairwise posterior probabilities back to the channel estimator eliminates the need to average across time for channel estimation. Therefore, this scheme can be used to equalize very long codewords, even when the channel is time varying. This blind turbo equalizer is evaluated through computer simulations and found to perform as well as a channel-informed turbo equalizer but with approximately twice the number of turbo iterations.
  • Keywords
    blind equalisers; channel coding; channel estimation; constraint theory; intersymbol interference; iterative decoding; parity check codes; probability; time-varying channels; turbo codes; EM; blind channel estimator; blind turbo equalization; code constraint; codeword bit; expectation-maximization; generalized LDPC decoder; intersymbol interference; iteratively decoding; joint posterior probability; low-density parity-check code; time varying channel; Blind equalizers; Channel estimation; Decision feedback equalizers; Forward error correction; Intersymbol interference; Iterative decoding; Jacobian matrices; Moon; Nonlinear filters; Parity check codes; Blind equalization; LDPC codes; equalization; intersymbol interference; iterative methods; turbo equalization;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2005.855396
  • Filename
    1510991