Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33122
Revealing Nonlinear Couplings between Oscillators from Time Series
Authors: B.P. Bezruchko, D.A. Smirnov
Abstract:
Quantitative characterization of nonlinear directional couplings between stochastic oscillators from data is considered. We suggest coupling characteristics readily interpreted from a physical viewpoint and their estimators. An expression for a statistical significance level is derived analytically that allows reliable coupling detection from a relatively short time series. Performance of the technique is demonstrated in numerical experiments.Keywords: Nonlinear time series analysis, directional couplings, coupled oscillators.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1058749
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1270References:
[1] A. Pikovsky, M. Rosenblum, J. Kurths, Synchronization. A Universal Concept in Nonlinear Sciences (Cambridge Univ. Press, Cambridge, 2001).
[2] M.G. Rosenblum, A.S. Pikovsky, Detecting direction of coupling in interacting oscillators, Phys. Rev. E 64 (2001) 045202(R).
[3] D.A. Smirnov, B.P. Bezruchko, Estimation of interaction strength and direction from short and noisy time series, Phys. Rev. E 68 (2003) 046209.
[4] B. Bezruchko et al, Characterizing direction of coupling from experimental observations}, Chaos 13 (2003) 179.
[5] M. Palus, A. Stefanovska, Direction of coupling from phases of interacting oscillators: An information-theoretic approach, Phys. Rev. E 67 (2003) 055201(R).
[6] K. Hlavackova-Schindler et al, Causality detection based on information-theoretic approaches in time series analysis, Phys. Rep. 441 (2007) 1.
[7] M.G. Rosenblum et al, Identification of coupling direction: Application to cardiorespiratory interaction, Phys. Rev. E 65 (2002) 041909.
[8] E. Pereda, R. Quian Quiroga, J. Bhattacharya, Nonlinear multivariate analysis of neurophysiological signals, Progr. Neurobiol. 77 (2005) 1.
[9] J. Brea, D.F. Russell, A.B. Neiman, Measuring direction in the coupling of biological:a case study for electroreceptors of paddlefish, Chaos 16 (2006) 026111.
[10] D. Smirnov et al, The generation of Parkinsonian tremor as revealed by directional coupling analysis, Europhys. Lett. 83 (2008) 20003.
[11] I.I. Mokhov, D.A. Smirnov, El Nino Southern Oscillation drives North Atlantic Oscillation as revealed with nonlinear techniques from climatic indices, Geophys. Res. Lett. 33 (2006) L03708.
[12] A.S. Pikovsky, M.G. Rosenblum, J. Kurths, Phase synchronization in regular and chaotic systems, Int. J. Bif. Chaos 10 (2000) 2291.
[13] D.A. Smirnov, B.P. Bezruchko, Detection of couplings in ensembles of stochastic oscillators, Phys. Rev. E 79 (2009) 046204.