Abstract
This paper studies a piecewise linear chaotic spiking oscillator relating to neuron models. Repeating vibrate-and-fire dynamics, the system can exhibit chaotic/periodic spike-trains and related bifurcation phenomena. Deriving the return map of a state variable, we can analyze typical phenomena precisely and have confirmd an interesting bifurcation phenomena of chaotic spike-trains and window structure of period-doubling route.
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References
Keener, J.P., Hoppensteadt, F.C., Rinzel, J.: Integrate-and-fire models of nerve membrane response to oscillatory input. SIAM J. Appl. Math. 41, 503–517 (1981)
Mirollo, R.E., Strogatz, S.H.: Synchronization of pulse-coupled biological oscillators. SIAM J. Appl. Math. 50, 1645–1662 (1990)
Izhikevich, E.M.: Simple Model of Spiking Neurons. IEEE Trans. Neural Networks 14, 1569–1572 (2003)
Kon’no, Y., Saito, T., Torikai, H.: Rich dynamics of pulse-coupled spiking neurons with a triangular base signal. Neural Networks 18, 523–531 (2005)
Lindner, B., Chacron, M.J., Longtin, A.: Integrate-and-fire neurons with threshold noise: A tractable model of how interspike interval correlations affect neuronal signal transmission. Physical Review EÂ 72, 021911 (2005)
Hopfield, J.J., Herz, A.V.M.: Rapid local synchronization of action potentials: toward computation with coupled integrate-and-fire neurons. Proc. Natl. Acad. Sci., USA 92, 6655–6662 (1995)
Campbell, S.R., Wang, D., Jayaprakash, C.: Synchrony and desynchrony in integrate-and-fire oscillators. Neural computation 11, 1595–1619 (1999)
Nakano, H., Saito, T.: Grouping synchronization in a pulse-coupled network of chaotic spiking oscillators. IEEE Trans. Neural Networks 15(5), 1018–1026 (2004)
Izhikevich, E.M.: Weakly pulse-coupled oscillators, FM interactions, synchronization, and oscillatory associative memory. IEEE Trans. Neural Networks 10, 508–526 (1999)
Sushchik, M., Rulkov, N., Larson, L., Tsimring, L.: Chaotic pulse position modulation: a robust method of communicating with chaos. IEEE Comm. Lett. 4, 128–130 (2000)
Hamanaka, H., Torikai, H., Saito, T.: Quantized spiking neuron with A/D conversion functions. IEEE Trans. Circuits Syst. II 53(10), 1049–1053 (2006)
Nakano, H., Saito, T.: Basic dynamics from an integrate-and-fire chaotic circuits with a periodic input. IEICE Trans. Fundamentals E84-A, 5, 1293–1300 (2001)
Hasegawa, T., Matsuoka, Y., Saito, T.: Analysis of Inter-Spike Interval Characteristics of Piecewise Constant Chaotic Spiking Oscillators. In: Proc. of IEEE-INNS/IJCNN, pp. 3435–3440 (2008)
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Hasegawa, T., Saito, T. (2009). Bifurcation and Windows in a Simple Piecewise Linear Chaotic Spiking Neuron. In: Köppen, M., Kasabov, N., Coghill, G. (eds) Advances in Neuro-Information Processing. ICONIP 2008. Lecture Notes in Computer Science, vol 5506. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02490-0_102
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DOI: https://doi.org/10.1007/978-3-642-02490-0_102
Publisher Name: Springer, Berlin, Heidelberg
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