Utilization of 2-D Markov source correlation using block turbo codes

This paper proposes a joint source-channel coding technique using high rate block turbo codes where two-dimensional (2-D) source correlation of binary Markov source is well exploited. A modified Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm is used in both horizontal and vertical decoders to exploit the...

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Main Authors: Mohd. Izhar, Mohd. Azri, Fisal, Norsheila, Zhou, Xiaobo, Anwar, Khoirul, Matsumoto, Tad
Format: Article
Published: IEEE 2012
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Online Access:http://eprints.utm.my/id/eprint/47703/
http://dx.doi.org/10.1109/ISTC.2012.6325198
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spelling my.utm.477032018-10-21T04:33:15Z http://eprints.utm.my/id/eprint/47703/ Utilization of 2-D Markov source correlation using block turbo codes Mohd. Izhar, Mohd. Azri Fisal, Norsheila Zhou, Xiaobo Anwar, Khoirul Matsumoto, Tad TK Electrical engineering. Electronics Nuclear engineering This paper proposes a joint source-channel coding technique using high rate block turbo codes where two-dimensional (2-D) source correlation of binary Markov source is well exploited. A modified Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm is used in both horizontal and vertical decoders to exploit the 2-D source correlation. Based on extrinsic information transfer (EXIT) chart analysis and trajectory evaluation, we found out that the log-likelihood ratio (LLR) correlation for the block turbo codes increases as the source correlation becomes stronger and this prevents iterative decoding from convergence. A memory-1 accumulator with random interleaver is added to the design to minimise the LLR correlation and to achieve better performance when the source correlation is very strong. Further improvement can be achieved by replacing the memory-1 accumulator with a longer memory code to further reduce the statistical dependency of the LLR. It is shown that the proposed technique can achieve significant improvement over the standard system where the source correlation is not exploited IEEE 2012 Article PeerReviewed Mohd. Izhar, Mohd. Azri and Fisal, Norsheila and Zhou, Xiaobo and Anwar, Khoirul and Matsumoto, Tad (2012) Utilization of 2-D Markov source correlation using block turbo codes. International Symposium on Turbo Codes and Iterative Information Processing, ISTC . pp. 56-60. ISSN 2165-4700 http://dx.doi.org/10.1109/ISTC.2012.6325198 DOI: 10.1109/ISTC.2012.6325198
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Mohd. Izhar, Mohd. Azri
Fisal, Norsheila
Zhou, Xiaobo
Anwar, Khoirul
Matsumoto, Tad
Utilization of 2-D Markov source correlation using block turbo codes
description This paper proposes a joint source-channel coding technique using high rate block turbo codes where two-dimensional (2-D) source correlation of binary Markov source is well exploited. A modified Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm is used in both horizontal and vertical decoders to exploit the 2-D source correlation. Based on extrinsic information transfer (EXIT) chart analysis and trajectory evaluation, we found out that the log-likelihood ratio (LLR) correlation for the block turbo codes increases as the source correlation becomes stronger and this prevents iterative decoding from convergence. A memory-1 accumulator with random interleaver is added to the design to minimise the LLR correlation and to achieve better performance when the source correlation is very strong. Further improvement can be achieved by replacing the memory-1 accumulator with a longer memory code to further reduce the statistical dependency of the LLR. It is shown that the proposed technique can achieve significant improvement over the standard system where the source correlation is not exploited
format Article
author Mohd. Izhar, Mohd. Azri
Fisal, Norsheila
Zhou, Xiaobo
Anwar, Khoirul
Matsumoto, Tad
author_facet Mohd. Izhar, Mohd. Azri
Fisal, Norsheila
Zhou, Xiaobo
Anwar, Khoirul
Matsumoto, Tad
author_sort Mohd. Izhar, Mohd. Azri
title Utilization of 2-D Markov source correlation using block turbo codes
title_short Utilization of 2-D Markov source correlation using block turbo codes
title_full Utilization of 2-D Markov source correlation using block turbo codes
title_fullStr Utilization of 2-D Markov source correlation using block turbo codes
title_full_unstemmed Utilization of 2-D Markov source correlation using block turbo codes
title_sort utilization of 2-d markov source correlation using block turbo codes
publisher IEEE
publishDate 2012
url http://eprints.utm.my/id/eprint/47703/
http://dx.doi.org/10.1109/ISTC.2012.6325198
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score 13.159267