空间耦合反编织分析

E. Rosnes, A. G. Amat
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引用次数: 0

摘要

计数器编织(CB)是Lu等人在2007年提出的一种新型计数器结构,用于高速链路上的每流测量。CBs实现了与流大小分布的熵下界匹配的渐近压缩率(在最佳解码下)。空间耦合CBs (SC-CBs)最近被提出。在这项工作中,我们进一步分析单层CBs和SC-CBs,使用等效的二部图表示CBs。在这个等价表示中,我们证明了势阈值和面积阈值是相等的。我们还证明,当等效BP解码器停止时,为期望残差CB图计算的扩展信念传播(BP)外在信息传递曲线(为等效图定义)下的面积恰好在面积阈值处等于零。这与麦克斯韦解码器的模拟和渐近分析相结合,导致推测面积阈值实际上等于麦克斯韦解码阈值,因此是最大后验(MAP)解码阈值的下界。最后,我们给出了一些数值结果,并对SC-CBs的BP解码阈值与MAP解码阈值的推测下界的明显差距有了一些深入的了解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of spatially-coupled counter braids
A counter braid (CB) is a novel counter architecture introduced by Lu et al. in 2007 for per-flow measurements on high-speed links. CBs achieve an asymptotic compression rate (under optimal decoding) that matches the entropy lower bound of the flow size distribution. Spatially-coupled CBs (SC-CBs) have recently been proposed. In this work, we further analyze single-layer CBs and SC-CBs using an equivalent bipartite graph representation of CBs. On this equivalent representation, we show that the potential and area thresholds are equal. We also show that the area under the extended belief propagation (BP) extrinsic information transfer curve (defined for the equivalent graph), computed for the expected residual CB graph when a peeling decoder equivalent to the BP decoder stops, is equal to zero precisely at the area threshold. This, combined with simulations and an asymptotic analysis of the Maxwell decoder, leads to the conjecture that the area threshold is in fact equal to the Maxwell decoding threshold and hence a lower bound on the maximum a posteriori (MAP) decoding threshold. Finally, we present some numerical results and give some insight into the apparent gap of the BP decoding threshold of SC-CBs to the conjectured lower bound on the MAP decoding threshold.
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