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Fractional Fourier Transform, Wigner Distribution, and Filter Design for Stationary and Nonstationary Random Processes

机译:平稳和非平稳随机过程的分数阶傅里叶变换,维格纳分布和滤波器设计

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摘要

In this paper, we derive the relationship among the fractional Fourier transform (FRFT), the linear canonical transform (LCT), and the stationary and nonstationary random processes. We find many interesting properties. For example, if we perform the FRFT for a stationary process, although the result is no longer stationary, the amplitude of the autocorrelation function is still independent of time. We also find that the LCT of a white noise is still a white one. For the FRFT of a stationary process, the ambiguity function (AF) is a tilted line and the Wigner distribution function (WDF) is invariant along a certain direction. We also define the “fractional stationary random process” and find that a nonstationary random process can be expressed by a summation of fractional stationary random processes. In addition, after performing the filter designed in the FRFT domain for a white noise, we can use the segment length of the $omega$ -axis on the WDF plane to estimate the power of the noise and use the area circled by cutoff lines to estimate its energy. Thus, in communication, to reduce the effect of the white noise, the “area” of the WDF of the transmitted signal should be as small as possible.
机译:在本文中,我们推导了分数阶傅立叶变换(FRFT),线性规范变换(LCT)以及平稳和非平稳随机过程之间的关系。我们发现许多有趣的属性。例如,如果我们为固定过程执行FRFT,尽管结果不再是固定的,但自相关函数的幅度仍与时间无关。我们还发现,白噪声的LCT仍然是白噪声。对于平稳过程的FRFT,模糊函数(AF)为倾斜线,而Wigner分布函数(WDF)沿特定方向不变。我们还定义了“分数平稳随机过程”,发现非平稳随机过程可以用分数平稳随机过程的总和表示。此外,在执行针对白噪声的FRFT域中设计的滤波器之后,我们可以使用WDF平面上$ omega $轴的段长度来估计噪声的功率,并使用截止线圈出的区域来估计它的能量。因此,在通信中,为了减少白噪声的影响,发送信号的WDF的“面积”应尽可能小。

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