Representative Ordered Statistics Decoding of Staircase Matrix Codes

IF 8.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Communications Pub Date : 2024-10-10 DOI:10.1109/TCOMM.2024.3478114
Yiwen Wang;Jifan Liang;Qianfan Wang;Xiao Ma
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Abstract

We propose a class of codes, referred to as staircase matrix codes (SMCs), which have staircase-like generator matrices or parity-check matrices. We illustrate that polar codes and Reed-Muller (RM) codes are (equivalent to) two instances of SMCs. The most distinguished feature of the SMCs is that the staircase-like matrices enable parallel implementation of the Gaussian elimination (GE). Then we propose a representative ordered statistics decoding (ROSD) algorithm for the SMCs. Different from the conventional OSD, which forms the most reliable basis (MRB) by selecting reliable bits globally, the proposed ROSD forms an extended basis by selecting relatively reliable bits locally at least one from each staircase. We demonstrate by simulation that the ROSD has a similar performance to the OSD with local constraints (LC-OSD) and that the proposed random SMCs can outperform the RM codes and the polar codes. To further reduce the decoding delay and improve the performance, we propose a heuristic construction of staircase generator matrix codes (SGMCs) and analyze the ensemble weight spectrum (related to performance) and the quality of MRB (related to average number of test error patterns (TEPs)) for the heuristic construction. The simulation results show that, the proposed heuristic construction can reduce the average number of TEPs of the ROSD and provide a potential reduction in average decoding delay in the high signal-to-noise ratio (SNR) region. Furthermore, the proposed heuristic construction can approach the RCU bounds in a wide range of code rates.
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阶梯矩阵代码的代表性有序统计解码
我们提出了一类码,称为阶梯矩阵码(SMCs),它具有阶梯状的生成器矩阵或奇偶校验矩阵。我们说明了极性码和Reed-Muller (RM)码(等价于)两个smc实例。SMCs最显著的特征是阶梯状矩阵能够并行实现高斯消去(GE)。然后,我们提出了一种具有代表性的SMCs有序统计解码(ROSD)算法。与传统的OSD通过全局选择可靠比特形成最可靠基(MRB)不同,本文提出的ROSD通过从每个阶梯中至少选择一个局部相对可靠的比特来形成扩展基。我们通过仿真证明了ROSD具有与具有局部约束的OSD (LC-OSD)相似的性能,并且所提出的随机SMCs可以优于RM码和极性码。为了进一步降低解码延迟和提高性能,我们提出了一种启发式构造阶梯生成器矩阵码(SGMCs),并分析了启发式构造的集成权谱(与性能相关)和MRB质量(与平均测试错误模式(TEPs)数量相关)。仿真结果表明,所提出的启发式结构可以减少ROSD的平均tep数,并有可能降低高信噪比(SNR)区域的平均解码延迟。此外,所提出的启发式结构可以在很大的码率范围内接近RCU边界。
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来源期刊
IEEE Transactions on Communications
IEEE Transactions on Communications 工程技术-电信学
CiteScore
16.10
自引率
8.40%
发文量
528
审稿时长
4.1 months
期刊介绍: The IEEE Transactions on Communications is dedicated to publishing high-quality manuscripts that showcase advancements in the state-of-the-art of telecommunications. Our scope encompasses all aspects of telecommunications, including telephone, telegraphy, facsimile, and television, facilitated by electromagnetic propagation methods such as radio, wire, aerial, underground, coaxial, and submarine cables, as well as waveguides, communication satellites, and lasers. We cover telecommunications in various settings, including marine, aeronautical, space, and fixed station services, addressing topics such as repeaters, radio relaying, signal storage, regeneration, error detection and correction, multiplexing, carrier techniques, communication switching systems, data communications, and communication theory. Join us in advancing the field of telecommunications through groundbreaking research and innovation.
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