An Enhanced Belief Propagation Decoding Algorithm With Bit-Flipping for Polar Codes

IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS IEEE Communications Letters Pub Date : 2024-12-16 DOI:10.1109/LCOMM.2024.3517670
Zhongjun Yang;Li Chen
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Abstract

For polar codes, bit-flipping strategy can significantly improve the error-correction performance of the belief propagation (BP) decoding. However, the existing BP flipping (BPF) decoding algorithms require many attempts, due to their inefficiency in locating the erroneous positions. This leads to high decoding complexity, limiting their practical applications, especially for long polar codes. In this letter, an enhanced BPF (EBPF) decoding algorithm is proposed. It requires fewer flipping attempts, but yields an advanced decoding performance. By better utilizing the reliability and divergence of bit estimations, a novel weighted metric (WM) is introduced to identify the possible erroneous positions. During each new decoding attempt, the EBPF decoding takes turns to flip these positions. Our simulation results show that, with the same number of flipping attempts, the proposed decoding outperforms the generalized BPF (GBPF) decoding and the state-of-the-art BP correction (BPC) decoding.
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一种改进的带翻转的极性码信念传播译码算法
对于极性码,翻转策略可以显著提高信念传播译码的纠错性能。然而,现有的BP翻转(BPF)译码算法由于定位错误位置的效率低下,需要进行多次尝试。这导致高解码复杂性,限制了它们的实际应用,特别是对于长极性码。本文提出了一种增强的BPF (EBPF)译码算法。它需要更少的翻转尝试,但产生了先进的解码性能。通过更好地利用比特估计的可靠性和散度,引入了一种新的加权度量(WM)来识别可能的错误位置。在每次新的解码尝试期间,EBPF解码轮流翻转这些位置。仿真结果表明,在相同的翻转次数下,所提出的解码优于广义BPF (GBPF)解码和最先进的BP校正(BPC)解码。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Communications Letters
IEEE Communications Letters 工程技术-电信学
CiteScore
8.10
自引率
7.30%
发文量
590
审稿时长
2.8 months
期刊介绍: The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.
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