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An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy

The Belief Propagation (BP) algorithm has the advantages of high-speed decoding and low latency. To improve the block error rate (BLER) performance of the BP-based algorithm, the BP flipping algorithm was proposed. However, the BP flipping algorithm attempts numerous useless flippings for improving...

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Autores principales: Zhang, Xiaojun, Liu, Yimeng, Chen, Chengguan, Guo, Hua, Zeng, Qingtian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407095/
https://www.ncbi.nlm.nih.gov/pubmed/36010737
http://dx.doi.org/10.3390/e24081073
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author Zhang, Xiaojun
Liu, Yimeng
Chen, Chengguan
Guo, Hua
Zeng, Qingtian
author_facet Zhang, Xiaojun
Liu, Yimeng
Chen, Chengguan
Guo, Hua
Zeng, Qingtian
author_sort Zhang, Xiaojun
collection PubMed
description The Belief Propagation (BP) algorithm has the advantages of high-speed decoding and low latency. To improve the block error rate (BLER) performance of the BP-based algorithm, the BP flipping algorithm was proposed. However, the BP flipping algorithm attempts numerous useless flippings for improving the BLER performance. To reduce the number of decoding attempts needed without any loss of BLER performance, in this paper a metric is presented to evaluate the likelihood that the bits would correct the BP flipping decoding. Based on this, a BP-Step-Flipping (BPSF) algorithm is proposed which only traces the unreliable bits in the flip set (FS) to flip and skips over the reliable ones. In addition, a threshold [Formula: see text] is applied when the magnitude of the log–likelihood ratio (LLR) is small, and an enhanced BPSF (EBPSF) algorithm is presented to lower the BLER. With the same FS, the proposed algorithm can reduce the average number of iterations efficiently. Numerical results show the average number of iterations for EBPSF-1 decreases by 77.5% when N = 256, compared with the BP bit-flip-1 (BPF-1) algorithm at [Formula: see text] = 1.5 dB.
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spelling pubmed-94070952022-08-26 An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy Zhang, Xiaojun Liu, Yimeng Chen, Chengguan Guo, Hua Zeng, Qingtian Entropy (Basel) Article The Belief Propagation (BP) algorithm has the advantages of high-speed decoding and low latency. To improve the block error rate (BLER) performance of the BP-based algorithm, the BP flipping algorithm was proposed. However, the BP flipping algorithm attempts numerous useless flippings for improving the BLER performance. To reduce the number of decoding attempts needed without any loss of BLER performance, in this paper a metric is presented to evaluate the likelihood that the bits would correct the BP flipping decoding. Based on this, a BP-Step-Flipping (BPSF) algorithm is proposed which only traces the unreliable bits in the flip set (FS) to flip and skips over the reliable ones. In addition, a threshold [Formula: see text] is applied when the magnitude of the log–likelihood ratio (LLR) is small, and an enhanced BPSF (EBPSF) algorithm is presented to lower the BLER. With the same FS, the proposed algorithm can reduce the average number of iterations efficiently. Numerical results show the average number of iterations for EBPSF-1 decreases by 77.5% when N = 256, compared with the BP bit-flip-1 (BPF-1) algorithm at [Formula: see text] = 1.5 dB. MDPI 2022-08-03 /pmc/articles/PMC9407095/ /pubmed/36010737 http://dx.doi.org/10.3390/e24081073 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, Xiaojun
Liu, Yimeng
Chen, Chengguan
Guo, Hua
Zeng, Qingtian
An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title_full An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title_fullStr An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title_full_unstemmed An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title_short An Enhanced Belief Propagation Flipping Decoder for Polar Codes with Stepping Strategy
title_sort enhanced belief propagation flipping decoder for polar codes with stepping strategy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407095/
https://www.ncbi.nlm.nih.gov/pubmed/36010737
http://dx.doi.org/10.3390/e24081073
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