A Semi Linear State Space Model for Error Floor Estimation of LDPC codes over the AWGN Channel

Ali Farsiabi, A. Banihashemi
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Abstract

In this paper, we propose a novel state-space model to represent the behavior of sum-product algorithm (SPA) in the vicinity of a trapping set (TS) of a low-density parity-check (LDPC) code over the additive white Gaussian noise (AWGN) channel in the error floor region. The proposed model takes into account the non-linear behavior of SPA and dynamically adjusts the operating point of the model in accordance to the statistical properties of TS messages. This is in contrast to the existing linear state-space models which linearly approximate such behavior at around the operating point of zero. Simulation results are provided to demonstrate the higher accuracy of the proposed model in estimating the error floor of LDPC codes compared to the linear state-space model.
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AWGN信道上LDPC码误差层估计的半线性状态空间模型
在本文中,我们提出了一种新的状态空间模型来表示和积算法(SPA)在低密度奇偶校验(LDPC)码的捕获集(TS)附近在误差底区加性高斯白噪声(AWGN)信道上的行为。该模型考虑了SPA的非线性行为,并根据TS消息的统计特性动态调整模型的工作点。这与现有的线性状态空间模型形成对比,该模型在工作点0附近线性近似这种行为。仿真结果表明,与线性状态空间模型相比,该模型在估计LDPC码的误差层时具有更高的精度。
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