Skip to main content
Log in

Stability and Hopf bifurcation in a three-neuron unidirectional ring with distributed delays

  • Original Paper
  • Published:
Nonlinear Dynamics Aims and scope Submit manuscript

    We’re sorry, something doesn't seem to be working properly.

    Please try refreshing the page. If that doesn't work, please contact support so we can address the problem.

Abstract

In this paper, we consider the effect of distributed delays in a three-neuron unidirectional ring. Sufficient conditions for existence of unique equilibrium, multiple equilibria and their local stability are derived. Taking the average delay as a bifurcation parameter, we find two critical values at which the system undergoes Hopf bifurcations. The orbital asymptotic stability of the Hopf bifurcating periodic solutions is investigated by using the method of multiple scales. The global Hopf bifurcation is also studied. Finally, the theoretical results are illustrated by some numerical simulations.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Hopfield, J.: Neural networks and physical systems with emergent collective computational abilities. Proc. Natl. Acad. Sci. USA 79, 2554–2558 (1982)

    Article  MathSciNet  Google Scholar 

  2. Hopfield, J.: Neurons with graded response have collective computational properties like those of two-state neurons. Proc. Natl. Acad. Sci. USA 81, 3088–3092 (1984)

    Article  Google Scholar 

  3. Wu, J.: Introduction to Neural Dynamics and Signal Transmission Delay. de Gruyter, New York (2001)

    Book  MATH  Google Scholar 

  4. Marcus, C.M., Westervelt, R.M.: Stability of analog neural network with delay. Phys. Rev. A 39, 347–359 (1989)

    Article  MathSciNet  Google Scholar 

  5. Gopalsamy, K., He, X.Z.: Stability in asymmetric Hopfield networks with transmission delays. Physica D 76, 344–358 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  6. Van den Driessche, P., Zou, X.: Global network model. SIAM J. Appl. Math. 58, 1878–1890 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  7. Olien, L., Belair, J.: Bifurcations, stability, and monotonicity properties of a delayed neural network model. Physica D 102, 349–363 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  8. Wei, J., Ruan, S.: Stability and bifurcation in a neural network model with two delays. Physica D 130, 255–272 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  9. Wu, J., Faria, T., Huang, Y.: Synchronization and stable phase-locking in a network of neurons with memory. Math. Comput. Model. 30, 117–138 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  10. Guo, S., Huang, L.: Hopf bifurcating periodic orbits in a ring of neurons with delays. Physica D 183, 19–44 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  11. Huang, L., Wu, J.: Nonlinear waves in networks of neurons with delayed feedback: Pattern formation and continuation. SIAM J. Math. Anal. 34(4), 836–860 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  12. Wei, J., Velarde, M.G.: Bifurcation analysis and existence of periodic solutions in a simple neural network with delays. Chaos 14, 940–953 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  13. Wei, J., Li, M.Y.: Global existence of periodic solutions in a tri-neuron network model with delays. Physica D 198, 106–119 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  14. Campbell, S.A., Yuan, Y., Bungay, S.D.: Equivariant Hopf bifurcation in a ring of identical cells with delayed coupling. Nonlinearlity 18, 2827–2846 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  15. Guo, S.: Spatio-temporal patterns of nonlinear oscillations in an excitatory ring network with delay. Nonlinearity 18, 2391–2407 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  16. Song, Y., Han, M., Wei, J.: Stability and Hopf bifurcation analysis on a simplified BAM neural network with delays. Physica D 200, 185–204 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  17. Campbell, S.A., Ncube, I., Wu, J.: Multistability and stable asynchronous periodic oscillations in a multiple-delayed neural system. Physica D 214, 101–119 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  18. Yu, W., Cao, J.: Stability and Hopf bifurcation analysis on a four-neuron BAM neural network with time delays. Phys. Lett. A 351, 64–78 (2006)

    Article  MATH  Google Scholar 

  19. Cao, J., Xiao, M.: Stability and Hopf bifurcation in a simplified BAM neural network with two time delays. IEEE Trans. Neural Netw. 18, 416–430 (2007)

    Article  Google Scholar 

  20. Yuan, Y.: Dynamics in a delayed-neural network. Chaos Solitons Fractals 33, 443–454 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  21. Fan, D., Wei, J.: Hopf bifurcation analysis in a tri-neuron network with time delay. Nonlinear Anal., Real World Appl. 9, 9–25 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  22. Song, Y., Tade, M.O., Zhang, T.: Bifurcation analysis and spatio-temporal patterns of nonlinear oscillations in a delayed neural network with unidirectional coupling. Nonlinearity 22, 975–1001 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  23. Song, Y., Zhang, T., Tade, M.O.: Stability switches, Hopf bifurcations, and spatio-temporal patterns in a delayed neural model with bidirectional coupling. J. Nonlinear Sci. 19, 597–632 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  24. Meyer, U., Shao, J., Chakrabarty, S., Brandt, S.F., Luksch, H., Wessel, R.: Distributed delays stabilize neural feedback systems. Biol. Cybern. 99, 79–87 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  25. Liao, X., Wu, K.W., Wu, Z.: Bifurcation analysis on a two-neuron system with distributed delays. Physica D 149, 123–141 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  26. Gopalsamy, K., Leung, I., Liu, P.: Global Hopf-bifurcation in a neural netlet. Appl. Math. Comput. 94, 171–192 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  27. Gupta, P.D., Majee, N.C., Roy, A.B.: Stability and Hopf-bifurcation analysis of delayed BAM neural network under dynamic thresholds with distributed delay. Nonlinear Analysis: Model. Control 14, 435–461 (2009)

    MathSciNet  Google Scholar 

  28. Feng, C., Plamandon, R.: On the stability analysis of delayed neural networks systems. Neural Netw. 14, 1181–1188 (2001)

    Article  Google Scholar 

  29. Ruan, S., Filfil, R.S.: Dynamics of a two-neuron system with discrete and distributed delays. Physica D 191, 323–342 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  30. Campbell, S.A., Jessop, R.: Approximating the stability region for a differential equation with a distributed delay. Math. Model. Nat. Phenom. 4(2), 1–27 (2009)

    MathSciNet  MATH  Google Scholar 

  31. Murray, J.D.: Mathematical Biology. Springer, Berlin, (1989)

    MATH  Google Scholar 

  32. Nafeh, A.H.: Order reduction of retarded nonlinear systems C the method of multiple scales versus center-manifold reduction. Nonlinear Dyn. 51, 483–500 (2008)

    Article  Google Scholar 

  33. Kuznetsov, Y.A.: Elements of Applied Bifurcation Theory, 2nd edn. New York, Berlin (1998)

  34. Chow, S.N., Hale, J.K.: Methods of Bifurcation Theory. Springer, New York (1982)

    Book  MATH  Google Scholar 

  35. Alexander, J.C., Auchmuty, G.: Global bifurcations of phase locked oscillators. Arch. Ration. Mech. Anal. 93, 253–270 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  36. Lasota, A., Yorke, J.A.: Bounds for periodic solutions of differential equations in Banach spaces. J. Differ. Equ. 10, 83–91 (1971)

    Article  MathSciNet  MATH  Google Scholar 

  37. Yorke, J.A.: Periodic solutions and Lipschitz constant. Proc. Am. Math. Soc. 22, 509–512 (1969)

    Article  MathSciNet  MATH  Google Scholar 

  38. Mallet-Paret, J., Yorke, J.A.: Snakes: Oriented families of periodic orbits, their sources, sinks and continuation. J. Differ. Equ. 43, 419–450 (1982)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yongli Song.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Han, Y., Song, Y. Stability and Hopf bifurcation in a three-neuron unidirectional ring with distributed delays. Nonlinear Dyn 69, 357–370 (2012). https://doi.org/10.1007/s11071-011-0269-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11071-011-0269-y

Keywords

Navigation