Study of micro–macro acceleration schemes for linear slow-fast stochastic differential equations with additive noise

作者: Kristian Debrabant , Giovanni Samaey , Przemysław Zieliński

DOI: 10.1007/S10543-020-00804-5

关键词: Stability (probability)Stochastic differential equationGaussianDiscretizationNoise (electronics)ExtrapolationAccelerationPath (graph theory)MathematicsApplied mathematics

摘要: Computational multi-scale methods capitalize on a large time-scale separation to efficiently simulate slow dynamics over long time intervals. For stochastic systems, one often aims at resolving the statistics of slowest dynamics. This paper looks efficiency micro-macro acceleration method that couples short bursts path simulation with extrapolation spatial averages forward in time. To have explicit derivations, we elicit an amenable linear test equation containing multiple scales. We make derivations and perform numerical experiments Gaussian setting, where only evolution mean variance matters. The analysis shows that, for this model, stability threshold step is largely independent separation. In consequence, increases admissible steps far beyond those which direct discretization becomes unstable.

参考文章(42)
善弘 齊藤, Stability analysis of numerical methods for stochastic systems with additive noise Review of economics and information studies. ,vol. 8, pp. 119- 123 ,(2008)
Alessandra Lunardi, On the Ornstein-Uhlenbeck operator in ² spaces with respect to invariant measures Transactions of the American Mathematical Society. ,vol. 349, pp. 155- 169 ,(1997) , 10.1090/S0002-9947-97-01802-3
Tiejun Li, Assyr Abdulle, Weinan E., Effectiveness of implicit methods for stiff stochastic differential equations Communications in Computational Physics. ,vol. 3, pp. 295- 307 ,(2008)
Claude Le Bris, Tony Lelièvre, Multiscale modelling of complex fluids: a mathematical initiation. Springer, Berlin, Heidelberg. pp. 49- 137 ,(2009) , 10.1007/978-3-540-88857-4_2
Peter E Kloeden, Eckhard Platen, Matthias Gelbrich, Werner Romisch, Numerical Solution of Stochastic Differential Equations ,(1992)
Jan Seidler, Brownian motion and stochastic calculus Acta Applicandae Mathematicae. ,vol. 24, pp. 197- 200 ,(1991) , 10.1007/BF00046894
K. Burrage, S. Piskarev, A-STABILITY AND STOCHASTIC MEAN-SQUARE STABILITY Bit Numerical Mathematics. ,vol. 40, pp. 404- 409 ,(2000) , 10.1023/A:1022386822865
H. De la Cruz Cancino, R. J. Biscay, J. C. Jimenez, F. Carbonell, T. Ozaki, High order local linearization methods: An approach for constructing A-stable explicit schemes for stochastic differential equations with additive noise Bit Numerical Mathematics. ,vol. 50, pp. 509- 539 ,(2010) , 10.1007/S10543-010-0272-6