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Density evolution-based analysis and design of LDPC codes with a-priori information

机译:基于密度演化的具有先验信息的LDpC码的分析和设计

摘要

In this paper, we consider multiple access schemes with correlated sources, where a priori information, in terms of source correlation, is available at the access point (AP). In particular, we assume that each source uses a proper low-density parity-check (LDPC) code to transmit, through an additive white Gaussian noise (AWGN) channel, its information sequence to the AP. At the AP, the information sequences are recovered by an iterative decoder, with component decoders associated with the sources, which exploit the available a priori information. In order to analyze the behaviour of the considered multiple access coded system, we propose a density evolution-based approach, which allows to determine a signal-to-noise ratio (SNR) transfer chart and compute the system multi-dimensional SNR feasible region. The proposed technique, besides characterizing the performance of LDPC-coded multiple access scheme, is expedient to design optimized LDPC codes for this application.
机译:在本文中,我们考虑具有相关源的多种访问方案,其中根据源相关性的先验信息可在访问点(AP)获得。特别是,我们假设每个源都使用适当的低密度奇偶校验(LDPC)码,以通过加性高斯白噪声(AWGN)信道将其信息序列传输到AP。在AP处,信息序列由迭代解码器恢复,其中迭代解码器具有与源相关联的分量解码器,其利用可用的先验信息。为了分析所考虑的多址编码系统的行为,我们提出了一种基于密度演化的方法,该方法可以确定信噪比(SNR)传输图并计算系统多维SNR可行区域。所提出的技术除了表征LDPC编码的多址方案的性能外,还很适合为此应用设计优化的LDPC码。

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