Abstract
We present a practical synchronization estimate of Winfree oscillators in a random environment. In a large coupling regime, the deterministic Winfree model exhibits the oscillator death, emerging with a convergence of the phase ensemble. The additive noise, however, is expected to destroy the stability of an equilibrium. In this paper, we estimate the running maximum of the phase processes, and conclude that the escaping probability from a small interval is in the order of \(TN^{-1}\exp (-\kappa /\Vert \varSigma \Vert ^2)\) over a time interval [0, T], where \(\kappa \), N and \(\Vert \varSigma \Vert \) denote the coupling strength, number of oscillators and noise strength, respectively. This result explains the robustness of the practical synchronization, which indicates that the finite-time emergent behavior from finite oscillators is close to the synchronization phenomena when \(\kappa \) is large enough. Our approach produces explicit bounds on probabilities, relying on comparisons with the Ornstein–Uhlenbeck processes. It is hence optimal in the sense that the linearized model gives the same order.
Similar content being viewed by others
References
Aeyels, D., Rogge, J.A.: Existence of partial entrainment and stability of phase locking behavior of coupled oscillators. Prog. Theor. Phys. 112, 921–942 (2004)
Antonsen, T.M., Faghih, R.T., Girvan, M., Ott, E., Platig, J.: External periodic driving of large systems of globally coupled phase oscillators. Chaos 18, 037112 (2008)
Ariaratnam, J.T., Strogatz, S.H.: Phase diagram for the Winfree model of coupled nonlinear oscillators. Phys. Rev. Lett. 86, 4278–4281 (2001)
Balmforth, N.J., Sassi, R.: A shocking display of synchrony. Physica D 143, 21–55 (2000)
Benedetto, D., Caglioti, E., Montemagno, U.: On the complete phase synchronization for the Kuramoto model in the mean-field limit. Commun. Math. Sci. 13, 1775–1786 (2015)
Berglund, N., Gentz, B.: A sample-paths approach to noise-induced synchronization: stochastic resonance in a double-well potential. Ann. Appl. Probab. 12, 1419–1470 (2002)
Berglund, N., Gentz, B.: Noise-Induced Phenomena in Slow–Fast Dynamical Systems. A Sample-Paths Approach. Springer, New York (2006)
Bowong, S., Tewa, J.: Practical adaptive synchronization of a class of uncertain chaotic systems. Nonlinear Dynam. 56, 57–68 (2009)
Buck, J., Buck, E.: Biology of synchronous flashing of fireflies. Nature 211, 562 (1966)
Carrillo, J.A., Klar, A., Martin, S., Tiwari, S.: Self-propelled interacting particle systems with roosting force. Math. Mod. Meth. Appl. Sci. 20, 1533–1552 (2010)
Chiba, H.: A proof of the Kuramoto conjecture for a bifurcation structure of the infinite-dimensional Kuramoto model. Ergod. Theory Dynam. Syst. 35, 762–834 (2015)
Choi, Y.-P., Ha, S.-Y., Yun, S.-B.: Complete synchronization of Kuramoto oscillators with finite inertia. Physica D 240, 32–44 (2011)
Choi, S.-H., Cho, J., Ha, S.-Y.: Practical quantum synchronization for the Schrdinger–Lohe system. J. Phys. A: Math. Theor. 49, 205203 (2016)
DeVille, L.: Transitions amongst synchronous solutions in the stochastic Kuramoto model. Nonlinearity 25, 1473–1494 (2012)
Ding, X., Wu, R.: A new proof for comparison theorems for stochastic differential inequalities with respect to semimartingales. Stoch. Process. Appl. 78, 155–171 (1998)
Dong, J.-G., Xue, X.: Synchronization analysis of Kuramoto oscillators. Commun. Math. Sci. 11, 465–480 (2013)
Dörfler, F., Bullo, F.: Synchronization and transient stability in power networks and non-uniform Kuramoto oscillators. SIAM J. Control Optim. 50, 1616–1642 (2012)
Erban, R., Hakovec, J., Sun, Y.: A Cucker–Smale model with noise and delay. SIAM J. Appl. Math. 76, 1535–1557 (2016)
Fax, J.A., Murray, R.M.: Information flow and cooperative control of vehicle formations. IEEE Trans. Autom. Control 49, 1465–1476 (2004)
Gentz, B., Ha, S.-Y., Ko, D., Wiesel, C.: Emergent dynamics of Kuramoto oscillators under the effect of additive white noises. Preprint
Goldstein, R.E., Polin, M., Tuval, I.: Noise and synchronization in pairs of beating eukaryotic flagella. Phys. Rev. Lett. 103, 168103 (2009)
Ha, S.-Y., Kim. D.: Robustness and asymptotic stability for the Winfree model on a general network under the effect of time-delay. Preprint
Ha, S.-Y., Noh, S.E., Park, J.: Practical synchronization of generalized Kuramoto systems with an intrinsic dynamics. Netw. Heterog. Media 10, 787–807 (2015)
Ha, S.-Y., Park, J., Ryoo, S.W.: Emergence of phase-locked states for the Winfree model in a large coupling regime. Discret. Contin. Dynam. Syst. A 35, 3417–3436 (2015)
Ha, S.-Y., Ko, D., Park, J., Ryoo, S.W.: Emergent dynamics of Winfree oscillators on locally coupled networks. J. Differ. Equ. 260, 4203–4236 (2016)
Ha, S.-Y., Ko, D., Park, J., Ryoo, S.W.: Emergence of partial locking states from the ensemble of Winfree oscillators. Q. Appl. Math. 75, 39–68 (2017)
Jeanblanc, M., Yor, M., Chesney, M.: Mathematical Methods for Financial Markets. Springer, London (2009)
Karatzas, I., Shreve, S.: Brownian Motion and Stochastic Calculus, Sec edn. Springer, New York (1998)
Kuramoto, Y.: International symposium on mathematical problems in mathematical physics. Lect. Notes Theor. Phys. 30, 420 (1975)
Kuramoto, Y.: Chemical Oscillations, Waves and Turbulence. Springer, Berlin (1984)
Oukil, W., Thieullen, P., Kessi, A.: Invariant cone and synchronization state stability of the mean field models. arXiv:1806.10916v1 [math.DS] (2018)
Saber, R.O., Murray, R.M.: Consensus problems in networks of agents with switching topology and time-delays. IEEE Trans. Autom. Control 49, 1520–1533 (2004)
Strogatz, S.H.: Human sleep and circadian rhythms: a simple model based on two coupled oscillators. J. Math. Biol. 25, 327–347 (1987)
Winfree, A.: Biological rhythms and the behavior of populations of coupled oscillators. J. Theor. Biol. 16, 15–42 (1967)
Winfree, A.: 24 hard problems about the mathematics of 24 hour rhythms. Nonlinear oscillations in biology. In: Proceedings of the Tenth Summer Sem. Appl. Math., Univ. Utah, Salt Lake City, Utah, 1978, pp. 93–126. Lectures in Appl. Math., 17, Amer. Math. Soc., Providence, RI (1979)
Acknowledgements
The work of D. Ko is supported by National Research Foundation of Korea grant (NRF-2017R1A2B2001864) funded by the Korean government. I would like to thank Prof. Seung-Yeal Ha for suggesting this problem and I also would like to thank Mr. Doheon Kim for careful reading of the manuscripts.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Ko, D. Practical Synchronization of Winfree Oscillators in a Random Environment. J Stat Phys 174, 1263–1287 (2019). https://doi.org/10.1007/s10955-019-02234-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10955-019-02234-2