Detecting couplings between interacting oscillators with time-varying basic frequencies: Instantaneous wavelet bispectrum and information theoretic approach

被引:44
|
作者
Jamsek, Janez [1 ,2 ,3 ]
Palus, Milan [4 ]
Stefanovska, Aneta [1 ,3 ]
机构
[1] Univ Ljubljana, Fac Elect Engn, Nonlinear Dynam & Synerget Grp, Ljubljana, Slovenia
[2] Univ Ljubljana, Fac Educ, Dept Phys & Tech Studies, Ljubljana, Slovenia
[3] Univ Lancaster, Dept Phys, Lancaster, England
[4] Acad Sci Czech Republ, Inst Comp Sci, Prague, Czech Republic
基金
英国惠康基金;
关键词
PHASE; SYNCHRONIZATION;
D O I
10.1103/PhysRevE.81.036207
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
In the natural world, the properties of interacting oscillatory systems are not constant, but evolve or fluctuating continuously in time. Thus, the basic frequencies of the interacting oscillators are time varying, which makes the system analysis complex. For studying their interactions we propose a complementary approach combining wavelet bispectral analysis and information theory. We show how these methods uncover the interacting properties and reveal the nature, strength, and direction of coupling. Wavelet bispectral analysis is generalized as a technique for detecting instantaneous phase-time dependence for the case of two or more coupled nonlinear oscillators whereas the information theory approach can uncover the directionality of coupling and extract driver-response relationships in complex systems. We generate bivariate time-series numerically to mimic typical situations that occur in real measured data, apply both methods to the same time-series and discuss the results. The approach is applicable quite generally to any system of coupled nonlinear oscillators.
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页数:10
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