• DocumentCode
    781891
  • Title

    A Theoretical Framework for Iterative Synchronization Based on the Sum–Product and the Expectation-Maximization Algorithms

  • Author

    Herzet, Cédric ; Ramon, Valéry ; Vandendorpe, Luc

  • Author_Institution
    Commun. Lab., Univ. Catholique de Louvain, Louvain-la-Neuve
  • Volume
    55
  • Issue
    5
  • fYear
    2007
  • fDate
    5/1/2007 12:00:00 AM
  • Firstpage
    1644
  • Lastpage
    1658
  • Abstract
    This paper deals with maximum-likelihood (ML) estimation of synchronization parameters for coded transmission systems. In particular, we present a unified framework based on both the sum-product (SP) algorithm and the expectation-maximization (EM) algorithm for the design of iterative synchronizers. The proposed approach is shown to encompass some known iterative synchronizers. In particular, we revisit a previously proposed framework based on the EM algorithm only by means of our "SP-EM" approach. The performance of the proposed synchronization method is assessed in terms of mean-square error and bit-error rate by simulation results. In particular, we consider the joint synchronization of the timing epoch and the carrier phase offset in the case of convolutionally coded and turbo-coded transmissions
  • Keywords
    convolutional codes; error statistics; expectation-maximisation algorithm; mean square error methods; synchronisation; turbo codes; bit-error rate; coded transmission systems; convolutionally coded transmissions; expectation-maximization algorithms; iterative synchronization; maximum-likelihood estimation; mean-square error; sum-product algorithms; turbo-coded transmissions; Algorithm design and analysis; Bit error rate; Convolutional codes; Expectation-maximization algorithms; Iterative algorithms; Iterative methods; Maximum likelihood estimation; Parameter estimation; Timing; Turbo codes; Iterative methods; maximum-likelihood estimation; message passing; synchronization;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2006.890828
  • Filename
    4156391