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Optimized array-based spatially-coupled LDPC Codes: An absorbing set approach

机译:优化的基于数组的空间耦合LDPC码:吸收集方法

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In the infinite blocklength regime, spatially-coupled LDPC codes are capable of achieving capacity-approaching performance under message-passing decoding. In the finite blocklength regime, it is known that absorbing sets compete with the codewords to be the output of sub-optimal message-passing decoders: the existence of such sets in the Tanner graph of LDPC codes causes performance degradation in the low error rate region. This paper presents a mathematical approach to finding the exact number of absorbing sets in array-based spatially-coupled (AB-SC) codes. Our analysis is universal in the sense that it is in principle applicable to absorbing sets of any size. Moreover, all design parameters of AB-SC codes such as the coupling length, the circulant size, and the cutting vector are considered in the presented count. Based on our analysis, we present an approach to find provably minimal cutting vectors, with respect to the number of absorbing sets, for the construction of AB-SC codes with various circulant sizes. Simulation results show the superior error floor performance of AB-SC codes with the minimal cutting vector compared to AB-SC codes with randomly-selected cutting vectors. We also provide the average number of non-binary absorbing sets in the Tanner graph of non-binary AB-SC codes constructed by uninformed (random) assignment of edge weights to a binary AB-SC code.
机译:在无限的块长机制中,空间耦合的LDPC码能够在消息传递解码下实现接近容量的性能。在有限的块长机制中,已知吸收集会与码字竞争,成为次优消息传递解码器的输出:LDPC码的Tanner图中此类集的存在会导致低错误率区域的性能下降。本文提出了一种数学方法,用于在基于阵列的空间耦合(AB-SC)码中找到吸收集的确切数量。从原则上讲,我们的分析适用于吸收任何大小的集合,因此它是通用的。此外,AB-SC代码的所有设计参数,例如耦合长度,循环尺寸和切割矢量,都在考虑的计数中考虑。基于我们的分析,我们提出了一种方法,用于针对各种循环量的AB-SC代码构造,针对吸收集的数量找到可证明的最小切割向量。仿真结果表明,与具有随机选择的切割矢量的AB-SC代码相比,具有最小切割矢量的AB-SC代码具有更高的错误本底性能。我们还提供了非二进制AB-SC代码的Tanner图中非二进制吸收集的平均数量,该非二进制AB-SC代码是通过将边缘权重对二进制AB-SC代码的无知(随机)分配而构造的。

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