Title :
Dynamic assignment of probability distribution of extrinsic information for turbo decoding over AWGN and Rayleigh fading channels
Author :
Yang, Fengfan ; LE-NGOC, THO
Author_Institution :
Dept. of ECE, McGill Univ., Montreal, Que., Canada
Abstract :
This paper proposes a strategy using a generalized Gaussian distribution (GGD) to model the statistical properties of the extrinsic information generated from the component decoders applied to the maximum a posteriori (MAP) algorithm in order to improve the performance of an iterative turbo decoder for finite block lengths. A matching technique based on the measured moments and distance criterion is introduced to dynamically select the appropriate parameter values of the GGD conditional probability density functions of the extrinsic information in each iteration. Simulation is performed to evaluate the performance of the proposed strategy for various block lengths and to examine the statistical behaviour of the intrinsic information in different iterations for both additive white Gaussian noise (AWGN) and the Rayleigh fading channels. The results indicate that the GGD model with dynamic parameter assignment is appropriate to track the varying characteristics of the extrinsic information and helpful for the proposed strategy to offer performance gain in case of medium block lengths.
Keywords :
AWGN channels; Gaussian distribution; Rayleigh channels; iterative decoding; maximum likelihood decoding; maximum likelihood estimation; turbo codes; AWGN; Rayleigh fading channels; distance criterion; dynamic assignment; extrinsic information; finite block lengths; generalized Gaussian distribution; iterative turbo decoder; maximum a posteriori algorithm; measured moments; AWGN; Additive white noise; Density measurement; Fading; Gaussian distribution; Iterative algorithms; Iterative decoding; Performance evaluation; Probability density function; Probability distribution;
Conference_Titel :
Vehicular Technology Conference, 2003. VTC 2003-Spring. The 57th IEEE Semiannual
Print_ISBN :
0-7803-7757-5
DOI :
10.1109/VETECS.2003.1207205