Title :
Fast simulation of turbo codes over AWGN channels
Author :
Gunawardana, Upul ; Nguyen, Kim Chi ; Liyana-Pathirana, R.
Author_Institution :
Western Sydney Univ., Sydney
Abstract :
In this paper, we illustrate the use of importance sampling (IS) for efficient simulation of Turbo Codes over additive white Gaussian noise (AWGN) channels. In particular, we show how to bias the probability density function (pdf) of the AWGN process using the most probable error path (MPEP) method in order to maximize the computational efficiency gain. The new noise pdf is designed based on the optimal biased distribution where zero variance estimator can be achieved. It is demonstrated that the proposed method requires much smaller sample sizes to achieve the same accuracy required by a conventional MC estimator.
Keywords :
AWGN channels; probability; turbo codes; AWGN channels; MPEP; additive white Gaussian noise channels; most probable error path method; probability density function; turbo codes; AWGN channels; Additive white noise; Bit error rate; Code standards; Discrete event simulation; Gaussian noise; Monte Carlo methods; Probability density function; Runtime; Turbo codes;
Conference_Titel :
Communications and Information Technologies, 2007. ISCIT '07. International Symposium on
Conference_Location :
Sydney,. NSW
Print_ISBN :
978-1-4244-0976-1
Electronic_ISBN :
978-1-4244-0977-8
DOI :
10.1109/ISCIT.2007.4392195