An iterative action minimizing method for computing optimal paths in stochastic dynamical systems

被引:42
作者
Lindley, Brandon S. [1 ]
Schwartz, Ira B. [1 ]
机构
[1] USN, Res Lab, Div Plasma Phys, Nonlinear Syst Dynam Sect, Washington, DC 20375 USA
关键词
Stochastic dynamical systems; Transition-path theory; Optimal paths; Stochastic differential equations; LAGRANGIAN COHERENT STRUCTURES; EXTINCTION; TIME; EPIDEMICS; DRIVEN; MODELS; FLOWS;
D O I
10.1016/j.physd.2013.04.001
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a numerical method for computing optimal transition pathways and transition rates in systems of stochastic differential equations (SDEs). In particular, we compute the most probable transition path of stochastic equations by minimizing the effective action in a corresponding deterministic Hamiltonian system. The numerical method presented here involves using an iterative scheme for solving a two-point boundary value problem for the Hamiltonian system. We validate our method by applying it to both continuous stochastic systems, such as nonlinear oscillators governed by the Duffing equation, and finite discrete systems, such as epidemic problems, which are governed by a set of master equations. Furthermore, we demonstrate that this method is capable of dealing with stochastic systems of delay differential equations. Published by Elsevier B.V.
引用
收藏
页码:22 / 30
页数:9
相关论文
共 46 条
[1]   Escape rate of metastable states in a driven NbN superconducting microwave resonator [J].
Abdo, Baleegh ;
Segev, Eran ;
Shtempluck, Oleg ;
Buks, Eyal .
JOURNAL OF APPLIED PHYSICS, 2007, 101 (08)
[2]   Noise-enabled precision measurements of a duffing nanomechanical resonator [J].
Aldridge, JS ;
Cleland, AN .
PHYSICAL REVIEW LETTERS, 2005, 94 (15) :1-4
[3]   Comparison of deterministic and stochastic SIS and SIR models in discrete time [J].
Allen, LJS ;
Burgin, AM .
MATHEMATICAL BIOSCIENCES, 2000, 163 (01) :1-33
[4]   Stochastic amplification in epidemics [J].
Alonso, David ;
McKane, Alan J. ;
Pascual, Mercedes .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2007, 4 (14) :575-582
[5]  
[Anonymous], 1984, Random Perturbations of Dynamical Systems
[6]  
BARTLETT MS, 1949, J R STAT SOC B, V11, P211
[7]   Switching Exponent Scaling near Bifurcation Points for Non-Gaussian Noise [J].
Billings, Lora ;
Schwartz, Ira B. ;
McCrary, Marie ;
Korotkov, A. N. ;
Dykman, M. I. .
PHYSICAL REVIEW LETTERS, 2010, 104 (14)
[8]   Large negative velocity gradients in Burgers turbulence [J].
Chernykh, AI ;
Stepanov, MG .
PHYSICAL REVIEW E, 2001, 64 (02) :9
[9]   Mechanisms of disease-induced extinction [J].
de Castro, F ;
Bolker, B .
ECOLOGY LETTERS, 2005, 8 (01) :117-126
[10]   Disease extinction in the presence of random vaccination [J].
Dykman, Mark I. ;
Schwartz, Ira B. ;
Landsman, Alexandra S. .
PHYSICAL REVIEW LETTERS, 2008, 101 (07)