Stochastic modelling of intermittency

被引:6
|
作者
Stemler, Thomas [1 ]
Werner, Johannes P. [2 ]
Benner, Hartmut [2 ]
Just, Wolfram [3 ]
机构
[1] Univ Western Australia, Sch Math & Stat, Crawley, WA 6009, Australia
[2] Tech Univ Darmstadt, Inst Condensed Matter Phys, D-64289 Darmstadt, Germany
[3] Queen Mary Univ London, Sch Math Sci, London E1 4NS, England
关键词
intermittency; stochastic modelling; Fokker-Planck equation; time-series analysis;
D O I
10.1098/rsta.2009.0196
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recently, methods have been developed to model low-dimensional chaotic systems in terms of stochastic differential equations. We tested such methods in an electronic circuit experiment. We aimed to obtain reliable drift and diffusion coefficients even without a pronounced time-scale separation of the chaotic dynamics. By comparing the analytical solutions of the corresponding Fokker-Planck equation with experimental data, we show here that crisis-induced intermittency can be described in terms of a stochastic model which is dominated by state-space-dependent diffusion. Further on, we demonstrate and discuss some limits of these modelling approaches using numerical simulations. This enables us to state a criterion that can be used to decide whether a stochastic model will capture the essential features of a given time series.
引用
收藏
页码:273 / 284
页数:12
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