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On the performance analysis of short LDPC codes

机译:短LDPC码的性能分析

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摘要

This paper presents the research on LDPC codes performance depending on several Tanner graph properties. We have simulated 2250 (128,256) different LDPC codes in FPGA and explored their waterfall region as a function of the graph characteristics. These characteristics are different graph centralization measures and the second smallest Laplacian eigenvalue. We have received numerical values that distinguish LDPC codes with a good decoding threshold (less or equal 3.5 dB) from others. In addition, we developed a polynomial regression model that accurately predicts the LDPC decoding threshold with a coefficient of determination equal to 0.87 and RMSE equal 0.16 dB.
机译:本文介绍了基于若干Tanner图属性的LDPC码性能研究。我们在FPGA中模拟了2250(128,256)个不同的LDPC码,并根据图形特征探索了它们的瀑布区域。这些特征是不同的图集中化度量和第二小的拉普拉斯特征值。我们已经收到了一些数值,这些数值将具有良好解码阈值(小于或等于3.5 dB)的LDPC码与其他码区分开来。此外,我们开发了一种多项式回归模型,该模型可以准确地预测LDPC解码阈值,确定系数等于0.87,RMSE等于0.16 dB。

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