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Modulation classification based on modified Kolmogorov-Smirnov test

机译:基于改进的Kolmogorov-Smirnov检验的调制分类

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摘要

A modulation classification method based on modified Kolmogorov-Smirnov (K-S) test is proposed. Unlike modulation classification based on K-S test, the proposed method evaluates the sum of the difference between the empirical distribution obtained from the features extracted from received signals and the hypothesized distribution for each modulation candidate in pool. The results have been evaluated using Quadrature Amplitude Modulation (QAM) for AWGN channel using Monte Carlo simulations. Extensive simulation results demonstrate that the proposed modulation classification method based on modified K-S test offers superior performance as compared to the method based on K-S test.
机译:提出了一种基于改进的Kolmogorov-Smirnov(K-S)检验的调制分类方法。与基于K-S检验的调制分类不同,所提出的方法评估从接收信号中提取的特征获得的经验分布与池中每个调制候选者的假设分布之间的差之和。已使用蒙特卡罗模拟对AWGN信道使用正交幅度调制(QAM)对结果进行了评估。大量的仿真结果表明,与基于K-S测试的方法相比,所提出的基于改进K-S测试的调制分类方法具有更好的性能。

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