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Zapiski Nauchnykh Seminarov POMI, 2021, Volume 501, Pages 315–334
(Mi znsl7091)
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On spectral properties of stationary random processes connected by a special random time change
Yu. V. Yakubovich, O. V. Rusakov Saint Petersburg State University
Abstract:
We consider three independent objects: a two-sided stationary random sequence $\boldsymbol{\xi} := (\ldots, \xi_{-1}, \xi_0, \xi_{1}, \ldots)$ with zero mean and finite variance, a standard Poisson process $\Pi$ and a subordinator $S$, that is a non-decreasing Lévy process. By means of reflection about zero we extend $\Pi$ and $S$ to the negative semi-axis and define a random time change $\Pi(S(t))$, $t\in\mathbb{R}$. Then we define a so-called PSI-process $\psi(t) := \xi_{\Pi(S(t))}$, $t\in\mathbb{R}$, which is wide-sense stationary. Notice that PSI-processes generalize pseudo-Poisson processes. The main aim of the paper is to express spectral properties of the process $\psi$ in terms of spectral characteristics of the sequence $\xi$ and the Lévy measure of the subordinator $S$. Using complex analytic techniques we derive a general formula for the spectral measure $G$ of the process $\psi$. We also determine exact spectral characteristics of $\psi$ for the following examples of $\boldsymbol{\xi}$: almost periodic sequence; finite order moving average; finite order autoregression. These results can find their applications in all areas where $L^2$-theory of stationary processes is used.
Key words and phrases:
pseudo-Poisson process, stationary process, spectral properties, subordinator, compound Poisson process.
Received: 24.06.2021
Citation:
Yu. V. Yakubovich, O. V. Rusakov, “On spectral properties of stationary random processes connected by a special random time change”, Probability and statistics. Part 30, Zap. Nauchn. Sem. POMI, 501, POMI, St. Petersburg, 2021, 315–334
Linking options:
https://www.mathnet.ru/eng/znsl7091 https://www.mathnet.ru/eng/znsl/v501/p315
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Abstract page: | 144 | Full-text PDF : | 72 | References: | 39 |
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