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
fDate :
5/1/2007 12:00:00 AM
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;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2006.890828