4.5 Article

Stability properties of a projector-splitting scheme for dynamical low rank approximation of random parabolic equations

期刊

NUMERISCHE MATHEMATIK
卷 149, 期 4, 页码 973-1024

出版社

SPRINGER HEIDELBERG
DOI: 10.1007/s00211-021-01241-4

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  1. Swiss National Science Foundation [172678]

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In this paper, we investigate the Dynamical Low Rank (DLR) approximation of random parabolic equations and propose a class of fully discrete numerical schemes. Our schemes are shown to satisfy a discrete variational formulation and we establish their stability properties under certain conditions. Additionally, we demonstrate the relationship between our schemes and projector-splitting integrators, as well as the applicability of our stability analysis to related schemes proposed in previous literature.
We consider the Dynamical Low Rank (DLR) approximation of random parabolic equations and propose a class of fully discrete numerical schemes. Similarly to the continuous DLR approximation, our schemes are shown to satisfy a discrete variational formulation. By exploiting this property, we establish stability of our schemes: we show that our explicit and semi-implicit versions are conditionally stable under a parabolic type CFL condition which does not depend on the smallest singular value of the DLR solution; whereas our implicit scheme is unconditionally stable. Moreover, we show that, in certain cases, the semi-implicit scheme can be unconditionally stable if the randomness in the system is sufficiently small. Furthermore, we show that these schemes can be interpreted as projector-splitting integrators and are strongly related to the scheme proposed in [29, 30], to which our stability analysis applies as well. The analysis is supported by numerical results showing the sharpness of the obtained stability conditions.

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