Abstract
We present a discrete model of stochastic excitability by a low-dimensional set of delayed integral equations governing the probability in the rest state, the excited state, and the refractory state. The process is a random walk with discrete states and nonexponential waiting time distributions, which lead to the incorporation of memory kernels in the integral equations. We extend the equations of a single unit to the system of equations for an ensemble of globally coupled oscillators, derive the mean field equations, and investigate bifurcations of steady states. Conditions of destabilization are found, which imply oscillations of the mean fields in the stochastic ensemble. The relation between the mean field equations and the paradigmatic Kuramoto model is shown.
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References
van Kampen, N.G.: Stochastic Processes in Physics and Chemistry. North-Holland, Amsterdam (1992)
Tuckwell, H.C.: Introduction to Theoretical Neurobiology, vol. 2. Cambridge University Press, Cambridge (1988)
Weissman, H., Weiss, G.H., Havlin, S.: Transport-properties of the continuous-time random-walk with a long-tailed waiting-time density. J. Stat. Phys. 57, 301–317 (1989)
Fisher, D.S., Huse, D.A.: Nonequilibrium dynamics of spin glasses. Phys. Rev. B 38, 373–385 (1988)
Sànchez, R., Newman, D.E., Carreras, B.A.: Waiting-time statistics of self-organized-criticality systems. Phys. Rev. Lett. 88, 068302 (2002)
Fedotov, S., Okuda, Y.: Non-Markovian random processes and traveling fronts in a reaction-transport system with memory and long-range interactions. Phys. Rev. E 66, 021113 (2002)
Shlesinger, M.F.: Asymptotic solutions of continuous-time random walks. J. Stat Phys. 10, 421–434 (1974)
Nieuwenhuizen, Th.M., Ernst, M.H.: Excess noise in a hopping model for a resistor with quenched disorder. J. Stat. Phys. 41, 773–801 (1985)
Van den Broeck, C.: Waiting times for random walks on regular and fractal lattices. Phys. Rev. Lett. 62, 1421–1424 (1989)
Prager, T., Falcke, M., Schimansky-Geier, L., Zaks, M.A.: Non-Markovian approach to globally coupled excitable systems. Phys. Rev. E 76, 011118 (2007)
Prager, T., Lerch, H.-P., Schimansky-Geier, L., Schöll, E.: Increase of coherence in excitable systems by delayed feedback. J. Phys. A: Math. Theor. 40, 11045–11055 (2007)
Cox, R.: Renewal Theory. Methuen, London (1965)
Prager, T., Naundorf, B., Schimansky-Geier, L.: Coupled three-state oscillators. Physica A 325, 176–185 (2003)
Lindner, B., García-Ojalvo, J., Neiman, A., Schimansky-Geier, L.: Effects of noise in excitable systems. Phys. Rep. 392, 321–424 (2004)
Falcke, M.: Reading the patterns in living cells – the physics of Ca2+ signaling. Adv. Phys. 53, 255–440 (2004)
Fohlmeister, C., Ritz, R., Gerstner, W., van Hemmen, J.L.: Spontaneous excitations in the visual-cortex – stripes, spirals, rings, and collective bursts. Neural Comput. 7, 905–914 (1995)
Mikhailov, A.S.: Foundation of Synergetics. Springer, Berlin (1992)
Anishchenko, V.S., Astakhov, V.V., Neiman, A.B., Vadivasova, T.E., Schimansky-Geier, L.: Nonlinear Dynamics of Chaotic and Stochastic Systems. Springer, Berlin (2002)
Pikovsky, A., Rosenblum, M., Kurths, J.: Synchronization. Cambridge Univ. Press (2001)
Néda, Z., Ravasz, E., Brechet, Y., Vicsek, T., Barabási, A.L.: The sound of many hands clapping – Tumultuous applause can transform itself into waves of synchronized clapping. Nature (London) 403, 849–850 (2000)
Engel, A.K., Fries, P., Singer, W.: Dynamic predictions: oscillations and synchrony in top-down processing. Nature Rev. Neurosci. 2, 704–716 (2001)
Tass, P.A.: Phase Resetting in Medicine and Biology-Stochastic Modelling and Data Analysis. Springer, Berlin (1999)
Ganopolski, A., Rahmstorf, S.: Abrupt glacial climate changes due to stochastic resonance. Phys. Rev. Lett. 88, 038501 (2002)
Gutkin, B.S., Ermentrout, G.B.: Dynamics of membrane excitability determine interspike interval variability: a link between spike generation mechanisms and cortical spike train statistics. Neural Comput. 10, 1047–1065 (1998)
Skupin, A., Kettenmann, H., Winkler, U., Wartenberg, M., Sauer, H., Tovey, S.C., Taylor, C.W.: How does intracellular Ca2+ oscillate: by chance or by the clock? Biophys. J. 94, 2404–2411 (2008)
Wiener, N., Rosenbluth, A.: The mathematical formulation of the problem of conduction of impulses in a network of connected excitable elements, specifically in cardiac muscle. Arch. Inst. Cardiol. Mex. 16, 205–265 (1946)
Jung, P., Mayer-Kress, G.: Spatiotemporal stochastic resonance in excitable media. Phys. Rev. Lett. 74, 2130–2133 (1995)
Ricciardi, L.M.: Diffusion Processes and Related Topics in Biology, pp. 200. Lecture Notes in Biomathematics, vol. 14. Springer, Berlin (1977)
Talkner, P.: Statistics of entrance times. Physica A 325, 124–135 (2003)
Brunel, N., Hakim, V., Richardson, M.J.E.: From subthreshold to firing-rate resonance. Phys. Rev. E 67, 051916 (2003)
Schindler, M., Talkner, P., Hänggi, P.: Firing time statistics for driven neuron models: analytic expressions versus numerics. Phys. Rev. Lett. 93, 048102 (2004)
Verechtchaguina, T., Sokolov, I.M., Schimansky-Geier, L.: First passage time densities in resonate-and-fire models. Phys. Rev. E 73, 031108 (2006)
Thul, R., Falcke, M.: Waiting time distributions for cluster of complex molecules. Europhys. Lett. 79, 38003 (2007)
Sneyd, J., Keener, J.P.: Mathematical Physiology. Springer, Berlin (1999)
Haken, H.: Advanced Synergetics. Springer, Berlin (1983)
Winfree, A.T.: Biological rhythms and behavior of populations of coupled oscillators. J. Theor. Biol. 16, 15–42 (1967)
Winfree, A.T.: Integrated view resetting a circadian clock. J. Theor. Biol. 28, 327–374 (1970)
Kuramoto, Y.: Self-entrainment of a population of coupled nonlinear oscillators. In: Arakai, H. (ed.), International Symposium on Mathematical Problems in Theoretical Physics, vol. 39. Springer, New York (1975)
Strogatz, S.H.: From Kuramoto to Crawford: exploring the onset of synchronization in populations of coupled oscillators. Physica D 143, 1–20 (2000)
Kuramoto, Y.: Chemical Oscillations, Waves and Turbulence. Springer, New York (1984)
Nollau, V.: Semi-Markovsche Prozesse. Akademie, Berlin (1980)
Prager, T., Schimansky-Geier, L.: Stochastic resonance in a non-Markovian discrete state model for excitable systems. Phys. Rev. Lett. 91, 230601 (2003)
Prager, T., Schimansky-Geier, L.: Phase velocity and phase diffusion in periodically driven discrete-state systems. Phys. Rev. E. 71, 031112 (2005)
Shinomoto, S., Kuramoto, Y.: Phase transitions in active rotator systems. Progr. Theor. Phys. 75, 1105–1110 (1986)
Sakaguchi, H., Shinomoto, S., Kuramoto, Y.: Phase-transitions and their bifurcation-analysis in a large population of active rotators with mean-field coupling. Progr. Theor. Phys. 79, 600–607 (1988)
Hempel, H., Schimansky-Geier, L., García-Ojalvo, J.: Noise-sustained pulsating patterns and global oscillations in subexcitable media. Phys. Rev. Lett. 82, 3713–3716 (1999)
Neiman, A., Schimansky-Geier, L., Cornell-Bell, A., Moss, F.: Noise-enhanced phase synchronization in excitable media. Phys. Rev. Lett. 83, 4896–4899 (1999)
Hu, B., Zhou, C.S.: Phase synchronization in coupled nonidentical excitable systems and array-enhanced coherence resonance. Phys. Rev. E 61, R1001–R1004 (2000)
Zhou, C., Kurths, J., Hu, B.: Array-enhanced coherence resonance: nontrivial effects of heterogeneity and spatial independence of noise. Phys. Rev. Lett. 87, 098101 (2001)
Nikitin, A., Néda, Z., Vicsek, T.: Collective dynamics of two-mode stochastic oscillators. Phys. Rev. Lett. 87, 024101 (2001)
Busch, H., Kaiser, F.: Influence of spatiotemporally correlated noise on structure formation in excitable media. Phys. Rev. E 67, 041105 (2003)
Zaks, M.A., Neiman, A.B., Feistel, S., Schimansky-Geier, L.: Noise-controlled oscillations and their bifurcations in coupled phase oscillators. Phys. Rev. E 68, 066206 (2003)
Ebeling, W., Herzel, H., Richert, W., Schimansky-Geier, L.: Influence of noise on Duffing - van der Pol oscillators. ZAMM 66, 141–146 (1986)
Treutlein, H., Schulten, K.: Noise induced limit cycles of the Bonhoeffer-Van der Pol model of neural pulses. Ber. Bunsenges. Phys. Chem. 89, 710–718 (1985)
Sigeti, D., Horsthemke, W.: Pseudo-regular oscillations induced by external noise. J. Stat. Phys. 54, 1217–1222 (1989)
Gang, H., Ditzinger, T., Ning, C.Z., Haken, H.: Stochastic resonance without external periodic force. Phys. Rev. Lett. 71, 807–810 (1993)
Pikovsky, A.S., Kurths, J.: Coherence resonance in a noise-driven excitable system. Phys. Rev. Lett. 78, 775–778 (1997)
Rosenblum, M.G., Pikovsky, A.S.: Controlling synchronization in an ensemble of globally coupled oscillators. Phys. Rev. Lett. 92, 114102 (2004)
Zaks, M.A., Sailer, X., Schimansky-Geier, L., Neiman, A.: Noise-induced complexity: from subthreshold oscillations to spiking in coupled excitable systems. Chaos 15, 026117 (2005)
Park, S.H., Kim, S.: Noise-induced phase transitions in globally coupled active rotators. Phys. Rev. E 53, 3425–3430 (1996)
Huber, D., Tsimring, L.S.: Cooperative dynamics in a network of stochastic elements with delayed feedback. Phys. Rev. E 71, 036150 (2005)
Pomplun, J., Amann, A., Schöll, E.: Mean-field approximation of time-delayed feedback control of noise-induced oscillations in the Van der Pol system. Europhys. Lett. 71, 366–372 (2005)
Tsimring, L.S., Pikovsky, A.S.: Noise-induced dynamics in bistable systems with delay. Phys. Rev. Lett. 87, 250602 (2001)
Huber, D., Tsimring, L.S.: Dynamics of an ensemble of noisy bistable elements with global time delayed coupling. Phys. Rev. Lett. 91, 206601 (2003)
Reddy, D.V.R., Sen, A., Johnston, G.L.: Time delay induced death in coupled limit cycle oscillators. Phys. Rev. Lett. 80, 5109–5112 (1998)
Prager, T., Schimansky-Geier, L.: Drift and diffusion in periodically driven renewal processes. J. Stat. Phys. 123, 391–413 (2006)
Acknowledgements
We thank DFG-Sfb 555 for financial support. The authors thank our former coauthor Dr. T. Prager who substantially contributed to elaborate the presented three-state model for stochastic excitable systems.
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Leonhardt, H., Zaks, M.A., Falcke, M. et al. Stochastic Hierarchical Systems: Excitable Dynamics. J Biol Phys 34, 521–538 (2008). https://doi.org/10.1007/s10867-008-9112-1
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DOI: https://doi.org/10.1007/s10867-008-9112-1