关于集中和非集中复高斯随机变量的商

IF 1.3 4区 工程技术 Q3 INSTRUMENTS & INSTRUMENTATION Journal of Research of the National Institute of Standards and Technology Pub Date : 2020-09-23 DOI:10.6028/JRES.125.030
D. Gu
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引用次数: 1

摘要

对两个独立复随机变量的商进行了详细的研究。分子的均值为零,分母的均值为非零。为了简化公式,在理论发展之前采取归一化步骤。接下来,采用一种间接的方法来导出商的模和相位角的统计信息。这反过来又使统计结果能够直接扩展到实部和虚部。在归一化过程之后,商的概率密度函数仅作为与分母项相对应的随机变量的平均值的函数。渐近分析表明,当均值变大时,商与正态分布的复随机变量非常相似。此外,推导了削波随机变量的第一和第二矩,以及第二矩的近似值,这与复杂信号处理中的实际应用密切相关,如散射参数的微波测量。给出了与复随机变量比率相关的容差区间。
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On The Quotient of a Centralized and a Non-centralized Complex Gaussian Random Variable
A detailed investigation of the quotient of two independent complex random variables is presented. The numerator has a zero mean, and the denominator has a non-zero mean. A normalization step is taken prior to the theoretical developments in order to simplify the formulation. Next, an indirect approach is taken to derive the statistics of the modulus and phase angle of the quotient. That in turn enables a straightforward extension of the statistical results to real and imaginary parts. After the normalization procedure, the probability density function of the quotient is found as a function of only the mean of the random variable that corresponds to the denominator term. Asymptotic analysis shows that the quotient closely resembles a normally-distributed complex random variable as the mean becomes large. In addition, the first and second moments, as well as the approximate of the second moment of the clipped random variable, are derived, which are closely related to practical applications in complex-signal processing such as microwave metrology of scattering-parameters. Tolerance intervals associated with the ratio of complex random variables are presented.
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来源期刊
自引率
33.30%
发文量
10
审稿时长
>12 weeks
期刊介绍: The Journal of Research of the National Institute of Standards and Technology is the flagship publication of the National Institute of Standards and Technology. It has been published under various titles and forms since 1904, with its roots as Scientific Papers issued as the Bulletin of the Bureau of Standards. In 1928, the Scientific Papers were combined with Technologic Papers, which reported results of investigations of material and methods of testing. This new publication was titled the Bureau of Standards Journal of Research. The Journal of Research of NIST reports NIST research and development in metrology and related fields of physical science, engineering, applied mathematics, statistics, biotechnology, information technology.
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