List-Based Optimization of Proximal Decoding for LDPC Codes

IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS IEEE Communications Letters Pub Date : 2024-09-11 DOI:10.1109/LCOMM.2024.3458422
Andreas Tsouchlos;Holger Jäkel;Laurent Schmalen
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Abstract

In this letter, the proximal decoding algorithm is considered within the context of additive white Gaussian noise (AWGN) channels. An analysis of the convergence behavior of the algorithm shows that proximal decoding inherently enters an oscillating behavior of the estimate after a certain number of iterations. Due to this oscillation, frame errors arising during decoding can often be attributed to only a few remaining wrongly decoded bit positions. In this letter, an improvement of the proximal decoding algorithm is proposed by establishing an additional step, in which these erroneous positions are attempted to be corrected. We suggest an empirical rule with which the components most likely needing correction can be determined. Using this insight and performing a subsequent “ML-in-the-list” decoding, a gain of up to 1 dB is achieved compared to conventional proximal decoding, depending on the decoder parameters and the code.
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基于列表的 LDPC 代码近端解码优化
在这封信中,我们在加性白高斯噪声(AWGN)信道的背景下考虑了近似解码算法。对算法收敛行为的分析表明,近端解码在迭代一定次数后,估计值会出现固有的振荡行为。由于这种振荡,解码过程中出现的帧错误往往只能归因于剩余的几个错误解码位位置。在这封信中,我们提出了一种改进近端解码算法的方法,即增加一个步骤,尝试纠正这些错误位置。我们提出了一个经验规则,通过该规则可以确定最有可能需要纠正的部分。利用这一洞察力并执行后续的 "ML-in-the-list "解码,与传统的近端解码相比,可实现高达 1 dB 的增益,具体取决于解码器参数和代码。
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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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