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Generalized Seasonal Block Bootstrap in frequency analysis of cyclostationary signals

机译:循环平稳信号频率分析中的广义季节性块Bootstrap

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In this paper the Generalized Seasonal Block Bootstrap (GSBB) method is applied to the first and the second order characteristics of the cyclostationary (CS) signal. The new method for detection of the significant frequencies in the Fourier expansions of the mean and the autocovariance functions of CS processes is provided. The consistency of GSBB is shown. Finally, the bootstrap pointwise and simultaneous confidence intervals are constructed and hence hypothesis tests for the presence of the first and the second order cyclostationarity can be performed. The real data example is presented to show the possible applications of our results. Moreover, the simulation study was performed to check the efficiency and robustness to the noise of the considered method.
机译:本文将广义季节性自举引导(GSBB)方法应用于循环平稳(CS)信号的一阶和二阶特征。提供了一种检测均值的傅立叶展开中的重要频率和CS过程的自协方差函数的新方法。显示了GSBB的一致性。最终,构造了逐点自举和同时置信区间,因此可以进行关于一阶和二阶循环平稳性的假设检验。给出了真实的数据示例,以展示我们的结果的可能应用。此外,进行了仿真研究,以检验所考虑方法的效率和对噪声的鲁棒性。

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