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Spatially Coupled LDPC Codes Constructed From Protographs

机译:由protographs构造的空间耦合LDpC码

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摘要

In this paper, we construct protograph-based spatially coupled low-density parity-check (LDPC) codes by coupling together a series of L disjoint, or uncoupled, LDPC code Tanner graphs into a single coupled chain. By varying L, we obtain a flexible family of code ensembles with varying rates and frame lengths that can share the same encoding and decoding architecture for arbitrary L. We demonstrate that the resulting codes combine the best features of optimized irregular and regular codes in one design: capacity approaching iterative belief propagation (BP) decoding thresholds and linear growth of minimum distance with block length. In particular, we show that, for sufficiently large L, the BP thresholds on both the binary erasure channel and the binary-input additive white Gaussian noise channel saturate to a particular value significantly better than the BP decoding threshold and numerically indistinguishable from the optimal maximum a posteriori decoding threshold of the uncoupled LDPC code. When all variable nodes in the coupled chain have degree greater than two, asymptotically the error probability converges at least doubly exponentially with decoding iterations and we obtain sequences of asymptotically good LDPC codes with fast convergence rates and BP thresholds close to the Shannon limit. Further, the gap to capacity decreases as the density of the graph increases, opening up a new way to construct capacity achieving codes on memoryless binary-input symmetric-output channels with low-complexity BP decoding.
机译:在本文中,我们通过将一系列L个不相交或未耦合的LDPC码Tanner图耦合到一个耦合链中,构造了基于原型的空间耦合低密度奇偶校验(LDPC)码。通过改变L,我们可以获得具有可变速率和帧长度的灵活的代码集合家族,它们可以为任意L共享相同的编码和解码体系结构。我们证明了所得代码在一种设计中结合了优化的不规则和常规代码的最佳功能:容量接近迭代置信传播(BP)解码阈值,并且最小距离随块长度线性增长。特别是,我们表明,对于足够大的L,二进制擦除通道和二进制输入加性高斯白噪声通道上的BP阈值都比BP解码阈值更好地饱和到特定值,并且在数值上与最佳最大值没有区别。解耦LDPC码的后验解码阈值。当耦合链中的所有变量节点的度数都大于2时,错误概率通过解码迭代渐近地至少成倍地收敛,并且我们获得了具有快速收敛速度和BP阈值接近Shannon极限的渐近良好LDPC码序列。此外,随着图形密度的增加,容量的差距减小,从而开辟了一种新的方式来利用低复杂度BP解码在无内存二进制输入对称输出通道上构建容量实现代码。

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