基于阵列的空间耦合LDPC码的吸收集表征

David G. M. Mitchell, L. Dolecek, D. Costello
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引用次数: 41

摘要

吸收集是存在于低密度奇偶校验(LDPC)码的坦纳图中的组合定义对象,当传输发生在加性高斯白噪声信道上时,它们已被证明会导致迭代消息传递解码器的故障。本文研究了一类高速率阵列空间耦合LDPC码(SC-LDPC)的吸收集性质,该码是由L阵列LDPC分组码耦合而成的。我们证明了SC-LDPC码的Tanner图中存在的最小吸收集与相应的解耦LDPC码中的吸收集具有相同的大小,并且这种集的数量随l线性增长。我们表明,与解耦码相比,空间耦合大大减少了最小集的平均数量(每个符号),并且我们解释了这种减少是由于许多吸收集和小循环被耦合过程“打破”。最小吸收集数量的大幅减少表明,与相应的不耦合LDPC码相比,基于阵列的SC-LDPC码在高信噪比下具有显著提高的解码性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Absorbing set characterization of array-based spatially coupled LDPC codes
Absorbing sets are combinatorially defined objects existing in the Tanner graph of a low-density parity-check (LDPC) code that have been shown to cause failures in the iterative message-passing decoder when transmission occurs over the additive white Gaussian noise channel. In this paper, we study the absorbing set properties of a class of high-rate array-based spatially coupled LDPC (SC-LDPC) codes that are constructed by coupling together L array-based LDPC block codes. We prove that the smallest absorbing sets existing in the Tanner graph of the SC-LDPC code have the same size as those in the corresponding uncoupled LDPC codes, and the number of such sets grow linearly with L. We show that spatial coupling greatly reduces the average number (per symbol) of minimal sets compared to the uncoupled codes, and we explain that this reduction is due to many absorbing sets and small cycles being `broken' by the coupling process. The large reduction in the number of minimal absorbing sets suggests that array-based SC-LDPC codes will have significantly improved decoding performance in the high signal-to-noise ratio regime compared to the corresponding uncoupled LDPC codes.
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