正则和不规则LDPC码的高斯逼近阈值分析

C. Ho
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引用次数: 2

摘要

给出了在消息传递(MP)算法下正则和不规则低密度奇偶校验(LDPC)码阈值的搜索公式。采用高斯近似方法研究了变量节点和检查节点的消息均值的演化。给出了利用变换计算检查节点消息期望值的精确数值积分方法。首先建立表格,然后使用插值法进行进一步评估。使用两条曲线来定位阈值。我们利用这两条曲线之间的迭代解码隧道,并通过评估这两条曲线的导数条件来研究解码性能。利用该方法可以在不进行仿真的情况下,统一研究规则和不规则LDPC码的性能。
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Analysis of threshold of regular and irregular LDPC codes using Gaussian approximation
We present the formulas for searching for the thresholds of regular and irregular low-density parity-check (LDPC) codes under message-passing (MP) algorithm. A Gaussian approximation is applied to studying the evolution of the means of the messages of the variable nodes and the check nodes. Accurate numerical integration methods by using transformations are shown for evaluating the expected values of the message of the check nodes. Tables are built first and interpolations are used for further evaluations. Two curves are used to locate the threshold. We utilize an iterative decoding tunnel between these two curves and study the decoding performance by evaluating conditions of the derivatives of these two curves. Using this method the performance of both regular and irregular LDPC codes can be studied in a unified manner without using simulation.
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