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Measuring the Moment and the Magnitude of the Abrupt Change of the Gaussian Process Bandwidth

机译:测量高斯过程带宽突然变化的时刻和幅度

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摘要

The maximum likelihood algorithm is introduced for measuring the unknown moment of abrupt change and bandwidth jump of a fast-fluctuating Gaussian random process. This algorithm can be technically implemented much simpler than the ones obtained by means of common approaches. The technique for calculating the characteristics of the synthesized measurer is presented and the closed analytical expressions for the conditional biases and variances of the resulting estimates are found using the additive local Markov approximation of the decision statistics. By statistical simulation methods, it is confirmed that the presented measurer is operable, while the theoretical formulas describing its performance well approximate the corresponding experimental data in a wide range of the parameter values of the analyzed random process.
机译:引入了最大似然算法,用于测量快速波动的高斯随机过程的突然变化和带宽跳跃的未知时刻。该算法在技术上可以比通过普通方法获得的算法简单得多。提出了一种用于计算综合度量值特征的技术,并使用决策统计量的加法局部马尔可夫近似来找到条件偏差和结果估计值方差的闭合解析表达式。通过统计模拟方法,可以确定所介绍的测量器是可操作的,而描述其性能的理论公式则可以很好地逼近所分析随机过程的各种参数值中的相应实验数据。

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