Title :
Algorithms for iterative decoding in the presence of strong phase noise
Author :
Colavolpe, Giulio ; Barbieri, Alan ; Caire, Giuseppe
Author_Institution :
Dipt. di Ingegneria dell´´Informazione, Univ. di Parma, Italy
Abstract :
We present two new iterative decoding algorithms for channels affected by strong phase noise and compare them with the best existing algorithms proposed in the literature. The proposed algorithms are obtained as an application of the sum-product algorithm to the factor graph representing the joint a posteriori probability mass function of the information bits given the channel output. In order to overcome the problems due to the presence in the factor graph of continuous random variables, we apply the method of canonical distributions . Several choices of canonical distributions have been considered in the literature. Well-known approaches consist of discretizing continuous variables or treating them as jointly Gaussian, thus obtaining a Kalman estimator. Our first new approach, based on the Fourier series expansion of the phase probability density function, yields better complexity/performance tradeoff with respect to the usual discretized-phase method. Our second new approach, based on the Tikhonov canonical distribution, yields near-optimal performance at very low complexity and is shown to be much more robust than the Kalman method to the placement of pilot symbols in the coded frame. We present numerical results for binary LDPC codes and LDPC-coded modulation, with particular reference to some phase-noise models and coded-modulation formats standardized in the next-generation satellite Digital Video Broadcasting (DVB-S2). These results show that our algorithms achieve near-coherent performance at very low complexity without requiring any change to the existing DVB-S2 standard.
Keywords :
AWGN channels; Fourier series; binary codes; channel coding; digital video broadcasting; direct broadcasting by satellite; graph theory; iterative decoding; modulation coding; parity check codes; phase noise; probability; DVB-S2 standard; Fourier series expansion; Gaussian channel; Kalman estimator; Tikhonov parameterization; binary LDPC code; canonical distribution; coded modulation; continuous random variable; factor graph representation; iterative decoding algorithm; iterative detection; joint aposteriori probability; low-density parity-check; next-generation satellite digital video broadcasting; phase noise; phase probability density function; sum-product algorithm; Digital video broadcasting; Fourier series; Iterative algorithms; Iterative decoding; Kalman filters; Phase noise; Probability density function; Random variables; Robustness; Sum product algorithm; Channels with memory; Tikhonov parameterization; factor graphs (FGs); iterative detection/decoding; low-density parity-check (LDPC) codes; phase-noise; sum-product algorithm (SPA);
Journal_Title :
Selected Areas in Communications, IEEE Journal on
DOI :
10.1109/JSAC.2005.853813