arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1701.02415cs.ITmath.IT
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使用多边框架的Raptor码分析与设计

Analysis and design of Raptor codes using a multi-edge framework

Sachini Jayasooriya, Mahyar Shirvanimoghaddam, Lawrence Ong, Sarah J. Johnson

AI总结:

本研究将Raptor码表示为MET-LDPC码,基于多边框架结合MET-DE分析联合译码收敛性与稳定性,提出同时优化内码和预编码的高效设计方法,实现了优于现有方案的可达速率。

摘要:

本文聚焦于使用多边框架开展Raptor码的分析与设计。在此方向上,我们首先将Raptor码表示为多边型低密度奇偶校验(MET-LDPC)码。该MET表示为在二进制输入加性高斯白噪声信道下,利用MET密度进化(MET-DE)分析与设计Raptor码提供了通用框架。我们在多边框架下考虑了基于置信传播(BP)译码的Raptor码联合译码方案,并借助MET-DE分析了BP译码器的收敛特性。在Raptor码的联合译码中,对应内码和预编码的分量码并行译码并互相传递信息。我们还推导了采用联合译码的Raptor码稳定性的精确表达式。随后,我们提出了一种基于多边框架的高效Raptor码设计方法,可同时优化内码和预编码。最后,我们利用多边框架研究了Raptor码的性能-复杂度权衡。通过密度进化分析表明,采用多边框架设计的Raptor码在实际可达速率方面优于现有文献中的Raptor码。

英文摘要:

The focus of this paper is on the analysis and design of Raptor codes using a multi-edge framework. In this regard, we first represent the Raptor code as a multi-edge type low-density parity-check (METLDPC) code. This MET representation gives a general framework to analyze and design Raptor codes over a binary input additive white Gaussian noise channel using MET density evolution (MET-DE). We consider a joint decoding scheme based on the belief propagation (BP) decoding for Raptor codes in the multi-edge framework, and analyze the convergence behavior of the BP decoder using MET-DE. In joint decoding of Raptor codes, the component codes correspond to inner code and precode are decoded in parallel and provide information to each other. We also derive an exact expression for the stability of Raptor codes with joint decoding. We then propose an efficient Raptor code design method using the multi-edge framework, where we simultaneously optimize the inner code and the precode. Finally we consider performance-complexity trade-offs of Raptor codes using the multi-edge framework. Through density evolution analysis we show that the designed Raptor codes using the multi-edge framework outperform the existing Raptor codes in literature in terms of the realized rate.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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