Počet záznamů: 1
Detecting Couplings between Interacting Oscillators with Time-Varying Basic Frequencies: Instantaneous Wavelet Bispectrum and Information Theoretic Approach
0341801 - UIVT-O 2011 RIV US eng J - Článek v odborném periodiku
Jamšek, J. - Paluš, Milan - Stefanovska, A.
Detecting Couplings between Interacting Oscillators with Time-Varying Basic Frequencies: Instantaneous Wavelet Bispectrum and Information Theoretic Approach.
Physical Review. E. Roč. 81, č. 3 (2010), 036207:1-036207:10 ISSN 1539-3755
Grant CEP: GA MŠk 7E08027
GRANT EU: European Commission(XE) 200728 - BRAINSYNC
Výzkumný záměr: CEZ:AV0Z10300504
Klíčová slova: interacting oscilators * wavelet bispectrum * coupling directionality * causality * information theory
Kód oboru RIV: FH - Neurologie, neurochirurgie, neurovědy
Impakt faktor: 2.352, rok: 2010
In the natural world, the properties of interacting oscillatory systems are not constant, but evolve or fluctuating continuously in time. 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.
Trvalý link: http://hdl.handle.net/11104/0184677