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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9407095 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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