Probabilistic analysis of cycles in random Tanner graphs

Xiaopeng Jiao, Jianjun Mu
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引用次数: 1

Abstract

Cycles in bipartite graphs (also called Tanner graphs in channel coding field) are of particular interest in modern coding theory, especially in capacity-achieving low-density parity-check (LDPC) codes. In this paper, the expected number of cycles of various lengths in randomly constructed regular and irregular Tanner graphs are calculated. For a given degree distribution, the expected number of cycles in randomly constructed Tanner graphs has negligible changes with the size of Tanner graphs. Based on tree expanding, we propose a cycle counting algorithm (CCA) for Tanner graphs. Numerical results by counting the average number of short cycles over 200 random ensembles using the CCA give convincing supports to our analysis.
随机坦纳图中循环的概率分析
二部图中的环(在信道编码领域也称为Tanner图)在现代编码理论中,特别是在容量实现低密度奇偶校验(LDPC)码中具有特别重要的意义。本文计算了随机构造的规则和不规则Tanner图中不同长度的循环的期望值。对于给定的度分布,随机构造的坦纳图的期望循环数随坦纳图的大小变化可以忽略不计。在树展开的基础上,提出了一种Tanner图的循环计数算法。利用CCA计算200个随机系统短周期的平均值,得到的数值结果为我们的分析提供了令人信服的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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