北京邮电大学学报

  • EI核心期刊

北京邮电大学学报 ›› 2023, Vol. 46 ›› Issue (5): 99-105.

• 论文 • 上一篇    下一篇

基于动态门限截断策略的多元LDPC译码算法

孙友明,黄奕俊,李神峰,陈海强,黎相成   

  1. 广西大学
  • 收稿日期:2022-08-19 修回日期:2023-01-09 出版日期:2023-10-28 发布日期:2023-11-03
  • 通讯作者: 黎相成 E-mail:xcli@gxu.edu.cn
  • 基金资助:
    新一代无线通信系统中的NB-LDPC译码理论与技术研究;代谢路径预测与相似性搜索算法研究;基于正显透射的新一代智能光控防护LCD的研发和产业化应用

The Decoding Algorithm Based on Dynamic Threshold Truncation Strategy for Nonbinary LDPC Codes

  • Received:2022-08-19 Revised:2023-01-09 Online:2023-10-28 Published:2023-11-03

摘要: 针对多元低密度奇偶校验码(LDPC,low-density parity-check codes)译码算法复杂度比较高的问题,设计了一种新的基于信息向量可靠度分布特征的动态门限截断策略。该策略利用可靠度的最大值和次大值之间的差值动态选择截断门限阈值,减少参与运算的有限域元素。在迭代过程中,根据该门限阈值进行信息筛选,使网格图(Trellis)上参与运算的状态数和边数更少,从而获得更低的平均译码复杂度。在此基础上,提出一种基于动态门限策略扩展最小和算法(DT-EMS,dynamic threshold extended min-sum)。仿真结果显示,所提出的算法在译码性能上与经典的多元和积算法(QSPA, Q-ary sum-product algorithm)和原T-EMS等算法非常接近,且本文所提出的DT-EMS算法的复杂度低于原T-EMS算法的复杂度,且明显低于QSPA算法的复杂度。

关键词: 多元LDPC码, EMS算法, 动态门限, 截断策略

Abstract: A new dynamic threshold truncation strategy based on the distributions of the message-vector reliability is designed for solving the high complexity problem of non-binary LDPC decoding algorithms. The presented strategy dynamically selects the truncation threshold based on the difference between the maximum and the sub-maximum reliability values, which can reduce the finite filed elements involved in message computing. In the iterative process, the decoding messages are determined by the truncation threshold, which can effectively reduce the number of the states and branches in the trellis, resulting in lower decoding complexity in average. A dynamic threshold extended min-sum (DT-EMS) algorithm is further presented based on the new truncation strategy. Simulation results show that the proposed DT-EMS algorithm performs almost as well as the well-known Q-ary sum-product algorithm (QSPA) and the T-EMS algorithm. Moreover, the proposed algorithm achieves lower decoding complexity than the T-EMS algorithm and has much lower complexity than the QSPA .

Key words: non-binary low-density parity-check codes, extended min-sum algorithm, dynamic threshold, truncation strategy

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