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arXiv 2009.08640cs.ITmath.IT

低密度奇偶校验码的稳定性及其若干推论

The Stability of Low-Density Parity-Check Codes and Some of Its Consequences

Wei Liu, Rüdiger Urbanke

AI总结:

该研究分析LDPC码在MAP和BP译码下的稳定性,提出稳定阈值概念,证明现有多种LDPC可达容量序列在BP译码下不具备信道通用性,且该阈值可确定MAP译码阈值的上界。

摘要:

我们研究了低密度奇偶校验(LDPC)码在逐块或逐比特最大后验(maximum a posteriori, MAP)译码下的稳定性,传输场景为二进制输入无记忆输出对称信道。本研究源于对低复杂度译码算法下构造通用可达容量码的考量,其中通用性指的是我们考虑的是一组具有相同容量的信道族。例如,Shokrollahi提出的右正则序列,以及Luby等人提出的重尾泊松序列。已有证明表明,当传输在二进制删除信道(binary erasure channel, BEC)上进行时,这两类序列在置信传播(belief propagation, BP)译码下均可达到容量。\n 本文中我们证明,许多现有的LDPC码可达容量序列在BP译码下不具备通用性。我们揭示了证明这一非通用性结果的关键由底层编码的稳定性决定。更具体地说,对于一个有序且完备的信道族和一组LDPC码集合序列,我们确定了与之相关的稳定阈值,该阈值进一步给出了该序列在BP译码下不具备通用性的充分条件。此外,我们证明相同的稳定阈值也适用于逐块或逐比特MAP译码。我们阐述了稳定性如何确定相应逐块或逐比特MAP阈值的上界,揭示了稳定阈值的运算意义。

英文摘要:

We study the stability of low-density parity-check (LDPC) codes under blockwise or bitwise maximum $\textit{a posteriori}$ (MAP) decoding, where transmission takes place over a binary-input memoryless output-symmetric channel. Our study stems from the consideration of constructing universal capacity-achieving codes under low-complexity decoding algorithms, where universality refers to the fact that we are considering a family of channels with equal capacity. Consider, e.g., the right-regular sequence by Shokrollahi and the heavy-tail Poisson sequence by Luby $\textit{et al}$. Both sequences are provably capacity-achieving under belief propagation (BP) decoding when transmission takes place over the binary erasure channel (BEC). In this paper we show that many existing capacity-achieving sequences of LDPC codes are not universal under BP decoding. We reveal that the key to showing this non-universality result is determined by the stability of the underlying codes. More concretely, for an ordered and complete channel family and a sequence of LDPC code ensembles, we determine a stability threshold associated with them, which further gives rise to a sufficient condition such that the sequence is not universal under BP decoding. Furthermore, we show that the same stability threshold applies to blockwise or bitwise MAP decoding as well. We present how stability can determine an upper bound on the corresponding blockwise or bitwise MAP threshold, revealing the operational significance of the stability threshold.

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