An Efficient Two-Stage Decoding Scheme for LDPC-CRC Concatenated Codes.

IF 2 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
Entropy Pub Date : 2025-08-25 DOI:10.3390/e27090899
Lingjun Kong, Haiyang Liu, Yuezhuang Shi, Jiacheng Miao
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引用次数: 0

Abstract

In modern communication systems, the concatenation of a low-density parity-check (LDPC) code with a cyclic redundancy check (CRC) code is commonly used for error correction. In this paper, we propose a low-complexity two-stage scheme for decoding these codes using their concatenation structures. In the first stage, the traditional belief propagation (BP)-based iterative algorithm with a relative small maximum number of iterations is performed for decoding the LDPC code. If an LDPC codeword is obtained in this stage, the decoding process terminates. Otherwise, the second stage of the decoding process is performed, in which the guessing random additive noise decoding (GRAND) algorithm is applied to the CRC code. A list of information sequences satisfying the CRC check is obtained, each of which is then encoded to an LDPC codeword. The most likely codeword among them is the output of the decoding approach. The simulation results indicate that the proposed two-stage decoding approach can outperform the traditional BP-based iterative algorithm with a large maximum number of iterations. Moreover, the average complexity of the proposed approach is relatively low.

一种高效的LDPC-CRC级联码两阶段译码方案。
在现代通信系统中,低密度奇偶校验(LDPC)码与循环冗余校验(CRC)码的连接通常用于纠错。在本文中,我们提出了一个低复杂度的两阶段方案来解码这些代码使用他们的连接结构。第一阶段采用传统的基于信念传播(BP)的迭代算法对LDPC码进行译码,该算法最大迭代次数相对较少;如果在此阶段获得LDPC码字,则解码过程终止。否则,执行解码过程的第二阶段,其中对CRC码应用猜测随机加性噪声解码(GRAND)算法。获得满足CRC检查的信息序列列表,然后将每个信息序列编码为LDPC码字。其中最有可能的码字是解码方法的输出。仿真结果表明,所提出的两阶段译码方法在最大迭代次数大的情况下优于传统的基于bp的迭代算法。此外,所提方法的平均复杂度相对较低。
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来源期刊
Entropy
Entropy PHYSICS, MULTIDISCIPLINARY-
CiteScore
4.90
自引率
11.10%
发文量
1580
审稿时长
21.05 days
期刊介绍: Entropy (ISSN 1099-4300), an international and interdisciplinary journal of entropy and information studies, publishes reviews, regular research papers and short notes. Our aim is to encourage scientists to publish as much as possible their theoretical and experimental details. There is no restriction on the length of the papers. If there are computation and the experiment, the details must be provided so that the results can be reproduced.
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