Analysis of the iterative decoding of LDPC and product codes using the Gaussian approximation

F. Lehmann, G. M. Maggio
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引用次数: 58

Abstract

We propose a novel density evolution approach to analyze the iterative decoding algorithms of low-density parity-check (LDPC) codes and product codes, based on Gaussian densities. Namely, for these classes of codes we derive a one-dimensional (1D) map whose iterates directly represent the error probability both for the additive white Gaussian noise (AWGN) and the Rayleigh-fading channel. These simple models allow a qualitative analysis of the nonlinear dynamics of the decoding algorithm. As an application, we compute the decoding thresholds and show that they are consistent with the simulation results available in the literature.
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基于高斯近似的LDPC码和积码迭代译码分析
本文提出了一种基于高斯密度的密度演化方法来分析低密度奇偶校验码和乘积码的迭代译码算法。也就是说,对于这类码,我们推导出一维映射,其迭代直接表示加性高斯白噪声(AWGN)和瑞利衰落信道的错误概率。这些简单的模型允许对解码算法的非线性动力学进行定性分析。作为应用,我们计算了解码阈值,并表明它们与文献中的仿真结果一致。
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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