Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds

In this paper, we introduce a novel design approach for capacity-approaching non-binary turbo codes. There are two important factors that impact the performance of turbo codes in general: 1) the convergence behavior of iterative decoding in the low signal-to-noise ratio (SNR) and 2) the error-floor...

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Main Authors: Toshiki Matsumine, Hideki Ochiai
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8534323/
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spelling doaj-b30b46f955c24d97adec70093475658c2021-03-29T21:34:50ZengIEEEIEEE Access2169-35362018-01-016709527096310.1109/ACCESS.2018.28812438534323Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union BoundsToshiki Matsumine0https://orcid.org/0000-0001-9583-8129Hideki Ochiai1Department of Electrical and Computer Engineering, Yokohama National University, Yokohama, JapanDepartment of Electrical and Computer Engineering, Yokohama National University, Yokohama, JapanIn this paper, we introduce a novel design approach for capacity-approaching non-binary turbo codes. There are two important factors that impact the performance of turbo codes in general: 1) the convergence behavior of iterative decoding in the low signal-to-noise ratio (SNR) and 2) the error-floor effect in the high SNR. We thus design the non-binary turbo codes by means of the EXIT charts and truncated union bounds. We first reduce the search space of component recursive convolutional codes by the analysis based on the truncated union bounds in conjunction with the uniform interleaver, followed by its optimization through the EXIT chart analysis. The construction of the EXIT chart for non-binary turbo codes with fixed code coefficients is a non-trivial task by the fact that these messages have multiple parameters to identify. Therefore, we develop a new EXIT chart analysis for non-binary messages which does not rely on any specific message model. It is demonstrated through computer simulations that the well-designed nonbinary turbo codes achieve a better performance than their binary counterparts as well as the conventional non-binary LDPC codes of the same field size. Furthermore, the code design is extended to high-order modulation, and our turbo codes designed for quadrature amplitude modulation are shown to outperform the conventional turbo trellis coded modulation schemes.https://ieeexplore.ieee.org/document/8534323/Turbo codesnon binary codesEXIT chartsunion boundscoded modulation
collection DOAJ
language English
format Article
sources DOAJ
author Toshiki Matsumine
Hideki Ochiai
spellingShingle Toshiki Matsumine
Hideki Ochiai
Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
IEEE Access
Turbo codes
non binary codes
EXIT charts
union bounds
coded modulation
author_facet Toshiki Matsumine
Hideki Ochiai
author_sort Toshiki Matsumine
title Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
title_short Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
title_full Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
title_fullStr Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
title_full_unstemmed Capacity-Approaching Non-Binary Turbo Codes: A Hybrid Design Based on EXIT Charts and Union Bounds
title_sort capacity-approaching non-binary turbo codes: a hybrid design based on exit charts and union bounds
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description In this paper, we introduce a novel design approach for capacity-approaching non-binary turbo codes. There are two important factors that impact the performance of turbo codes in general: 1) the convergence behavior of iterative decoding in the low signal-to-noise ratio (SNR) and 2) the error-floor effect in the high SNR. We thus design the non-binary turbo codes by means of the EXIT charts and truncated union bounds. We first reduce the search space of component recursive convolutional codes by the analysis based on the truncated union bounds in conjunction with the uniform interleaver, followed by its optimization through the EXIT chart analysis. The construction of the EXIT chart for non-binary turbo codes with fixed code coefficients is a non-trivial task by the fact that these messages have multiple parameters to identify. Therefore, we develop a new EXIT chart analysis for non-binary messages which does not rely on any specific message model. It is demonstrated through computer simulations that the well-designed nonbinary turbo codes achieve a better performance than their binary counterparts as well as the conventional non-binary LDPC codes of the same field size. Furthermore, the code design is extended to high-order modulation, and our turbo codes designed for quadrature amplitude modulation are shown to outperform the conventional turbo trellis coded modulation schemes.
topic Turbo codes
non binary codes
EXIT charts
union bounds
coded modulation
url https://ieeexplore.ieee.org/document/8534323/
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