“Coarse” stability and bifurcation analysis using stochastic simulators: Kinetic Monte Carlo examples

作者: Alexei G. Makeev , Dimitrios Maroudas , Ioannis G. Kevrekidis

DOI: 10.1063/1.1476929

关键词: Stochastic processInvariant (mathematics)Dynamical systems theoryStatistical physicsBifurcationNonlinear systemBifurcation theoryKinetic Monte CarloMathematicsMonte Carlo method

摘要: We implement a computer-assisted approach that, under appropriate conditions, allows the bifurcation analysis of “coarse” dynamic behavior microscopic simulators without requiring explicit derivation closed macroscopic equations for this behavior. The is inspired by so-called time-stepper based numerical theory. illustrate through computation both stable and unstable coarsely invariant states kinetic Monte Carlo models three simple surface reaction schemes. quantify linearized stability these states, perform pseudoarclength continuation, detect coarse limit point Hopf bifurcations, construct two-parameter diagrams.

参考文章(19)
University of Minnesota. Institute for Mathematics and Its Applications, Bifurcation Analysis for Timesteppers Institute for Mathematics and Its Applications. ,vol. 119, pp. 453- 466 ,(2000) , 10.1007/978-1-4612-1208-9_20
James C. Spall, Stochastic Optimization, Stochastic Approximation and Simulated Annealing Wiley Encyclopedia of Electrical and Electronics Engineering. ,(1999) , 10.1002/047134608X.W1044
R. Dennis Vigil, Frank T. Willmore, Oscillatory dynamics in a heterogeneous surface reaction: Breakdown of the mean-field approximation Physical Review E. ,vol. 54, pp. 1225- 1231 ,(1996) , 10.1103/PHYSREVE.54.1225
K. Lust, D. Roose, An Adaptive Newton--Picard Algorithm with Subspace Iteration for Computing Periodic Solutions SIAM Journal on Scientific Computing. ,vol. 19, pp. 1188- 1209 ,(1998) , 10.1137/S1064827594277673
C.W. Gear, Ioannis G. Kevrekidis, Constantinos Theodoropoulos, 'Coarse' integration/bifurcation analysis via microscopic simulators: Micro-Galerkin methods Computers & Chemical Engineering. ,vol. 26, pp. 941- 963 ,(2002) , 10.1016/S0098-1354(02)00020-0
Olof Runborg, Constantinos Theodoropoulos, Ioannis G Kevrekidis, Effective bifurcation analysis: a time-stepper-based approach Nonlinearity. ,vol. 15, pp. 491- 511 ,(2002) , 10.1088/0951-7715/15/2/314