Abstract
We discuss the time-discrete parametrized dynamics of two neuromodules, which are coupled in a uni-directional way. General conditions for the existence of synchronized dynamics are derived for these systems. It is demonstrated that already the one-way couplings of 2-neuron modules can result, in periodic, quasiperiodic as well as chaotic dynamics constrained to a synchronization manifold M. Stability of the synchronized dynamics is calculated by conditional Lyapunov exponents. In addition to synchronized attractors there often co-exist asynchronous periodic, quasiperiodic or even chaotic attractors. Simulation results for selected sets of parameters are presented.
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References
Abraham, R. H., Gardini, L. and Mira, C. (1997), Chaos in Discrete Dynamical Systems, Springer-Verlag, New York.
Kapitaniak, T. (1996). Controlling Chaos—Theoretical and Practical Methods in Non-linear Dynamics. San Diego: Academic Press.
De Sousa Viera, M., Lichtenberg, A. J. and Liebermann, M.A. (1992) Synchronization of regular and chaotic, systems, Phys. Rev. A, 46, 7359–7362.
Pasemann, F. (1995). Neuromodules: A dynamical systems approach to brain modelling. In H. Herrmann, E. Pöppel, D. Wolf (eds.), Supercomputing in Brain Research —From Tomography to Neural Networks, (pp. 331–347). Singapore: World Scientific.
Pasemann, F. (1995). Characteristics of periodic attractors in neural ring networks, Neural Networks, 8, 421–429.
Pasemann, F. (1999), Synchronous and asynchronous chaos in coupled neuromodules, submitted for publication.
Pecora, L. M. and Carroll, T. L. (1990), Synchronization in chaotic systems, Phys. Rev. Lett., 64, 821–823.
Rössler, O. (1979) An equation for hyperchaos. Phys. Lett. A, 71, 155–157.
Singer, W. (1994) Time as coding space in neocortical processing. In Buzsáki, G.; Llinás, R.; Singer, W.; Berthoz, A. and Christen, Y. (eds.) Temporal Coding in the Brain. Springer, Berlin. pp. 51–80.
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Pasemann, F. (1999). Driving neuromodules into synchronous chaos. In: Mira, J., Sánchez-Andrés, J.V. (eds) Foundations and Tools for Neural Modeling. IWANN 1999. Lecture Notes in Computer Science, vol 1606. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0098194
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DOI: https://doi.org/10.1007/BFb0098194
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