4.1 Letter

Equation governing the probability density evolution of multi-dimensional linear fractional differential systems subject to Gaussian white noise

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ELSEVIER
DOI: 10.1016/j.taml.2023.100436

Keywords

Globally -evolving -based generalized density; evolution equation (GE-GDEE); Linear fractional differential system; Non-Markovian system; Analytical intrinsic drift coefficient; Dimension reduction

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This paper establishes the application of the globally-evolving-based generalized density evolution equation (GE-GDEE) in linear stochastic fractional differential systems. It proves that the intrinsic drift coefficient in the GE-GDEE is a time-varying linear function and can be analytically determined. By constructing a low-dimensional equivalent linear integer-order differential system, the transient probability density functions of the original high-dimensional fractional differential system can be achieved. The accuracy of the proposed method is verified through several examples.
Stochastic fractional differential systems are important and useful in the mathematics, physics, and en-gineering fields. However, the determination of their probabilistic responses is difficult due to their non-Markovian property. The recently developed globally-evolving-based generalized density evolution equa-tion (GE-GDEE), which is a unified partial differential equation (PDE) governing the transient probability density function (PDF) of a generic path-continuous process, including non-Markovian ones, provides a feasible tool to solve this problem. In the paper, the GE-GDEE for multi-dimensional linear fractional dif-ferential systems subject to Gaussian white noise is established. In particular, it is proved that in the GE-GDEE corresponding to the state-quantities of interest, the intrinsic drift coefficient is a time-varying linear function, and can be analytically determined. In this sense, an alternative low-dimensional equiv-alent linear integer-order differential system with exact closed-form coefficients for the original high -dimensional linear fractional differential system can be constructed such that their transient PDFs are identical. Specifically, for a multi-dimensional linear fractional differential system, if only one or two quantities are of interest, GE-GDEE is only in one or two dimensions, and the surrogate system would be a one-or two-dimensional linear integer-order system. Several examples are studied to assess the merit of the proposed method. Though presently the closed-form intrinsic drift coefficient is only available for linear stochastic fractional differential systems, the findings in the present paper provide a remarkable demonstration on the existence and eligibility of GE-GDEE for the case that the original high-dimensional system itself is non-Markovian, and provide insights for the physical-mechanism-informed determination of intrinsic drift and diffusion coefficients of GE-GDEE of more generic complex nonlinear systems.(c) 2023 The Author(s). Published by Elsevier Ltd on behalf of The Chinese Society of Theoretical and Applied Mechanics. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ )

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