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CRC-Aided Adaptive BP Decoding of PAC Codes

Although long polar codes with successive cancellation decoding can asymptotically achieve channel capacity, the performance of short blocklength polar codes is far from optimal. Recently, Arıkan proposed employing a convolutional pre-transformation before the polarization network, called polarizati...

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Autores principales: Zhang, Xianwen, Jiang, Ming, Zhu, Mingyang, Liu, Kailin, Zhao, Chunming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407406/
https://www.ncbi.nlm.nih.gov/pubmed/36010834
http://dx.doi.org/10.3390/e24081170
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author Zhang, Xianwen
Jiang, Ming
Zhu, Mingyang
Liu, Kailin
Zhao, Chunming
author_facet Zhang, Xianwen
Jiang, Ming
Zhu, Mingyang
Liu, Kailin
Zhao, Chunming
author_sort Zhang, Xianwen
collection PubMed
description Although long polar codes with successive cancellation decoding can asymptotically achieve channel capacity, the performance of short blocklength polar codes is far from optimal. Recently, Arıkan proposed employing a convolutional pre-transformation before the polarization network, called polarization-adjusted convolutional (PAC) codes. In this paper, we focus on improving the performance of short PAC codes concatenated with a cyclic redundancy check (CRC) outer code, CRC-PAC codes, since error detection capability is essential in practical applications, such as the polar coding scheme for the control channel. We propose an enhanced adaptive belief propagation (ABP) decoding algorithm with the assistance of CRC bits for PAC codes. We also derive joint parity-check matrices of CRC-PAC codes suitable for iterative BP decoding. The proposed CRC-aided ABP (CA-ABP) decoding can effectively improve error performance when partial CRC bits are used in the decoding. Meanwhile, the error detection ability can still be guaranteed by the remaining CRC bits and adaptive decoding parameters. Moreover, compared with the conventional CRC-aided list (CA-List) decoding, our proposed scheme can significantly reduce computational complexity, to achieve a better trade-off between the performance and complexity for short PAC codes.
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spelling pubmed-94074062022-08-26 CRC-Aided Adaptive BP Decoding of PAC Codes Zhang, Xianwen Jiang, Ming Zhu, Mingyang Liu, Kailin Zhao, Chunming Entropy (Basel) Article Although long polar codes with successive cancellation decoding can asymptotically achieve channel capacity, the performance of short blocklength polar codes is far from optimal. Recently, Arıkan proposed employing a convolutional pre-transformation before the polarization network, called polarization-adjusted convolutional (PAC) codes. In this paper, we focus on improving the performance of short PAC codes concatenated with a cyclic redundancy check (CRC) outer code, CRC-PAC codes, since error detection capability is essential in practical applications, such as the polar coding scheme for the control channel. We propose an enhanced adaptive belief propagation (ABP) decoding algorithm with the assistance of CRC bits for PAC codes. We also derive joint parity-check matrices of CRC-PAC codes suitable for iterative BP decoding. The proposed CRC-aided ABP (CA-ABP) decoding can effectively improve error performance when partial CRC bits are used in the decoding. Meanwhile, the error detection ability can still be guaranteed by the remaining CRC bits and adaptive decoding parameters. Moreover, compared with the conventional CRC-aided list (CA-List) decoding, our proposed scheme can significantly reduce computational complexity, to achieve a better trade-off between the performance and complexity for short PAC codes. MDPI 2022-08-22 /pmc/articles/PMC9407406/ /pubmed/36010834 http://dx.doi.org/10.3390/e24081170 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Xianwen
Jiang, Ming
Zhu, Mingyang
Liu, Kailin
Zhao, Chunming
CRC-Aided Adaptive BP Decoding of PAC Codes
title CRC-Aided Adaptive BP Decoding of PAC Codes
title_full CRC-Aided Adaptive BP Decoding of PAC Codes
title_fullStr CRC-Aided Adaptive BP Decoding of PAC Codes
title_full_unstemmed CRC-Aided Adaptive BP Decoding of PAC Codes
title_short CRC-Aided Adaptive BP Decoding of PAC Codes
title_sort crc-aided adaptive bp decoding of pac codes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407406/
https://www.ncbi.nlm.nih.gov/pubmed/36010834
http://dx.doi.org/10.3390/e24081170
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