Exact numerical simulation of the Ornstein-Uhlenbeck process and its integral

被引:390
作者
Gillespie, DT
机构
[1] Research and Technology Division, Naval Air Warfare Center, China Lake, CA
关键词
D O I
10.1103/PhysRevE.54.2084
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
A numerical simulation algorithm that is exact for any time step Delta t > 0 is derived for the Ornsiein-Uhlenbeck process X(t) and its time integral Y(t). The algorithm allows one to make efficient, unapproximated simulations of, for instance, the velocity and position components of a particle undergoing Brownian motion, and the electric current and transported charge in a simple R-L circuit, provided appropriate valuer; are assigned to the Ornstein-Uhlenbeck relaxation time tau and diffusion constant c. A simple Taylor expansion in Delta t of the exact simulation formulas shows how the first-order simulation formulas, which are implicit ir, the Langevin equation for X(t) and the defining equation for Y(t), are modified in second order. The exact simulation algorithm is used here to illustrate the zero-tau limit theorem.
引用
收藏
页码:2084 / 2091
页数:8
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