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Dynamics of a two-neuron system with discrete and distributed delays. (English) Zbl 1049.92004

Summary: We consider a two-neuron network model with multiple discrete and distributed delays, where the distributed delays describe the neural feedback and the discrete delays describe the neural interaction history. Three special cases of the artificial neural network model are considered. The first case corresponds to two neural interactions with instantaneous feedback for each neuron and neural interaction history. The second case corresponds to two neural interactions with delayed neural feedback and no neural interaction history. The last case corresponds to two neural interactions with delayed neural feedback and neural interaction history. Local stability analyses are carried out for all three cases. Numerical simulations are performed to illustrate the obtained results.

MSC:

92B20 Neural networks for/in biological studies, artificial life and related topics
34K60 Qualitative investigation and simulation of models involving functional-differential equations
34K20 Stability theory of functional-differential equations
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[1] Babcock, K. L.; Westervelt, R. M., Dynamics of simple electronic neural networks, Physica D, 28, 305-316 (1987)
[3] Chen, Y.; Wu, J., Minimal instability and unstable set of a phase-locked periodic orbit in a delayed neural network, Physica D, 134, 185-199 (1999) · Zbl 0942.34062
[4] Cooke, K. L.; Grossman, Z., Discrete delays, distributed delay and stability switches, J. Math. Anal. Appl., 86, 592-627 (1982) · Zbl 0492.34064
[7] Faria, T., On a planar system modeling a neuron network with memory, J. Diff. Eqns., 168, 129-149 (2000) · Zbl 0961.92002
[9] Giannakopoulos, F.; Zapp, A., Bifurcations in a planar system of differential delay equations modeling neural activity, Physica D, 159, 215-232 (2001) · Zbl 0984.92505
[10] Gopalsamy, K.; He, X.-Z., Stability in asymmetric Hopfield nets with transmission delays, Physica D, 76, 344-358 (1994) · Zbl 0815.92001
[11] Gopalsamy, K.; Leung, I., Delay-induced periodicity in a neural netlet of excitation and inhibition, Physica D, 89, 395-426 (1996) · Zbl 0883.68108
[13] Hopfield, J. J., Neurons with graded response have collective computational properties like those of two-state neurons, Proc. Natl. Acad. Sci. U.S.A., 81, 3088-3092 (1984) · Zbl 1371.92015
[14] Koruga, D., Molecular networks as a sub-neural factor of neural networks, BioSystems, 23, 297-303 (1990)
[15] Liao, X.; Wong, K.-W.; Wu, Z., Bifurcation analysis on a two-neuron system with distributed delays, Physica D, 149, 123-141 (2001) · Zbl 1348.92035
[16] Liao, X.; Wu, Z.; Yu, J., Stability switches and bifurcation analysis of neural network with continuously delay, IEEE Trans. Syst. Man. Cybernet., 29, 692-696 (1999)
[19] Ogûztöreli, M. N., Activity analysis of neural networks, Biol. Cybernet., 34, 159-169 (1979) · Zbl 0409.92003
[20] Ogûztöreli, M. N.; Steil, G. M.; Caelli, T. M., Control mechanisms of a neural network, Biol. Cybernet., 54, 21-28 (1986) · Zbl 0585.92012
[21] Olien, L.; Belair, J., Bifurcation, stability and monotonicity properties of a delayed neural network model, Physica D, 102, 349-363 (1997) · Zbl 0887.34069
[22] Ruan, S., Absolute stability, conditional stability and bifurcation in Kolmogorov-type predator-prey systems with discrete delays, Quart. Appl. Math., 59, 159-173 (2001) · Zbl 1035.34084
[23] Ruan, S.; Wei, J., Periodic solutions of planar systems with two delays, Proc. Roy. Soc. Edinburgh, Section A, 129, 1017-1032 (1999) · Zbl 0946.34062
[24] Sokolove, P., Computer simulation of after-inhibition in crayfish slowly adapting stretch receptor, Biophys. J., 12, 1429-1451 (1972)
[25] Tank, D. W.; Hopfield, J. J., Neural computation by concentrating information in time, Proc. Natl. Acad. Sci. U.S.A., 84, 1896-1991 (1987)
[26] Wang, L.; Zou, X., Harmless delays in Cohen-Grossberg neural networks, Physica D, 170, 162-173 (2002) · Zbl 1025.92002
[27] Wei, J.; Ruan, S., Stability and bifurcation in a neural network model with two delays, Physica D, 130, 255-272 (1999) · Zbl 1066.34511
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