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Stochastic Bit-Wise Iterative Decoding of Polar Codes

机译:极性码的随机位明智迭代解码

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摘要

Polar codes have received recent attention due to their potential to be applied in advanced wireless communication pro-tocols such as the fifth generation mobile communication system (5G). Among the existing decoding algorithms, Belief Propagation (BP) exhibits high-throughput, low-latency, and soft output with a high hardware cost. Stochastic computing, as a form of approximate computing, provides a potential low-cost implementation solution for the BP algorithm. However, existing stochastic BP decoders suffer from a relatively long decoding latency resulting in low hardware efficiency. In this paper, a novel bit-wise iterative stochastic decoding architecture for the BP algorithm is proposed to improve the throughput and hardware efficiency. By utilizing the frozen bits of polar codes and stochastic computing, multiple novel optimization methods are presented to further speed up convergence and increase the hardware efficiency.
机译:极地码由于其在诸如第五代移动通信系统(5G)之类的高级无线通信协议中的应用潜力而受到了最近的关注。在现有的解码算法中,置信度传播(BP)具有高吞吐量,低延迟和软输出,且硬件成本较高。随机计算作为近似计算的一种形式,为BP算法提供了一种潜在的低成本实现解决方案。但是,现有的随机BP解码器具有较长的解码延迟,从而导致较低的硬件效率。为了提高吞吐量和硬件效率,本文提出了一种新颖的BP算法逐位迭代随机解码架构。通过利用极地代码的冻结位和随机计算,提出了多种新颖的优化方法,以进一步加快收敛速度​​并提高硬件效率。

著录项

  • 来源
    《IEEE Transactions on Signal Processing》 |2019年第5期|1138-1151|共14页
  • 作者单位

    Univ Elect Sci & Technol China, Natl Key Lab Sci & Technol Commun, Chengdu 611731, Sichuan, Peoples R China|McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 0G4, Canada;

    McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 0G4, Canada;

    McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 0G4, Canada;

    Univ Elect Sci & Technol China, Natl Key Lab Sci & Technol Commun, Chengdu 611731, Sichuan, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Polar code; belief propagation; stochastic computing;

    机译:极地代码;置信传播;随机计算;

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