Centre-of-Mass Like Superposition of Ornstein–Uhlenbeck Processes: A Pathway to Non-Autonomous Stochastic Differential Equations and to Fractional Diffusion

被引:0
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作者
Mirko D’Ovidio
Silvia Vitali
Vittoria Sposini
Oleksii Sliusarenko
Paolo Paradisi
Gastone Castellani
Pagnini Gianni
机构
[1] Sapienza University of Rome,Department of Basic and Applied Science for Engineering
[2] University of Bologna,DIFA
[3] Institute for Physics and Astronomy University of Potsdam, Department of Physics and Astronomy
[4] BCAM–Basque Center for Applied Mathematics,undefined
[5] ISTI-CNR,undefined
[6] Institute of Information Science and Technology “A. Faedo”,undefined
[7] Ikerbasque–Basque Foundation for Science,undefined
关键词
Primary 60G20; Secondary 65C30; 91B70; 60J60; 26A33; 34A08; 60J70; Ornstein–Uhlenbeck process; heterogeneous ensemble; superposition; center of mass; non-autonomous stochastic differential equation; randomly-scaled Gaussian process; generalized grey Brownian motion;
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摘要
We consider an ensemble of Ornstein–Uhlenbeck processes featuring a population of relaxation times and a population of noise amplitudes that characterize the heterogeneity of the ensemble. We show that the centre-of-mass like variable corresponding to this ensemble is statistically equivalent to a process driven by a non-autonomous stochastic differential equation with time-dependent drift and a white noise. In particular, the time scaling and the density function of such variable are driven by the population of timescales and of noise amplitudes, respectively. Moreover, we show that this variable is equivalent in distribution to a randomly-scaled Gaussian process, i.e., a process built by the product of a Gaussian process times a non-negative independent random variable. This last result establishes a connection with the so-called generalized grey Brownian motion and suggests application to model fractional anomalous diffusion in biological systems.
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页码:1420 / 1435
页数:15
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