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Higher Order Cummulants based Digital Modulation Recognition Scheme

机译:基于高阶累积量的数字调制识别方案

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In this study, we have presented that Higher Order Cummulants (HOC) based modulation recognition scheme for Pulse Amplitude Modulation (PAM), Quadrature Amplitude Modulation (QAM) and Phase Shift Keying (PSK) modulated signals having orders of 2 to 64. Modulation recognition is a process to recognize the signal modulation type which is received by the receiver in the presence of channel noise. The HOC based MR is accomplished in two modules. First is feature extraction using higher order cummulants. These features are distinct for different modulated signals. Second is recognition process which gives decision based upon the features extracted from higher order cummulants. The Probability of Correctness (POC) curves shows the recognition accuracy for sample size and number of iterations. The Additive White Gaussian Noise (AWGN) is considered throughout the simulations.
机译:在这项研究中,我们已经提出了基于高阶累积量(HOC)的调制识别方案,用于脉冲幅度调制(PAM),正交幅度调制(QAM)和相移键控(PSK)调制信号,阶数为2到64。调制识别识别信道调制是在存在信道噪声的情况下由接收器接收的信号调制类型的过程。基于HOC的MR在两个模块中完成。首先是使用高阶累积量进行特征提取。这些特征对于不同的调制信号是不同的。第二是识别过程,该过程基于从高阶累积量中提取的特征做出决策。正确性概率(POC)曲线显示了样本大小和迭代次数的识别准确率。在整个模拟过程中都考虑了加性高斯白噪声(AWGN)。

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