Skip to main content

Periodic Solutions for High-Order Cohen-Grossberg-Type BAM Neural Networks with Time-Delays

  • Conference paper
Advances in Neural Networks – ISNN 2011 (ISNN 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6675))

Included in the following conference series:

Abstract

In this paper, the existence and exponential stability is studied of periodic solutions for a class of high-order Cohen-Grossberg-type BAM neural networks with time-delays. By differential mean value theorem, integral mean value theorem and poincar\(\acute{e}\) mapping, several sufficient conditions guaranteeing the existence, uniqueness and exponential stability of periodic solutions for high-order Cohen-Grossberg-type BAM neural networks with time-delays are given. An illustrative examples are also given in the end to show the effectiveness of our results.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Kosko, B.: Adaptive bidirectional associative memories. Applied Optics 26, 4947–4960 (1987)

    Article  Google Scholar 

  2. Kosko, B.: Bi-directional associative memories. IEEE Transactions on Systems. Man and Cybernetics 18, 49–60 (1988)

    Article  MathSciNet  Google Scholar 

  3. Mao, Z.: Dynamical analysis of Cohen-Grossberg neural networks with distributed delays. Physics Letters A 364, 38–47 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bai, C.: Global exponential stability and existence of periodic solution of Cohen-Grossberg type neural networks with delays and impulses. Nonlinear Analysis: Real World Applications 9, 747–761 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  5. Arik, S., Orman, Z.: Global stability analysis of Cohen-Grossberg neural networks with time varying delays. Physics Letters A 341, 410–421 (2005)

    Article  MATH  Google Scholar 

  6. Cohen, M., Grossberg, S.: Absolute stability of global pattern formation and parallel memory storage by competitive neural networks. IEEE Trans. Syst., Man Cybernetics 13, 815–826 (1983)

    Article  MathSciNet  MATH  Google Scholar 

  7. Cao, J., Song, Q.: Stability in Cohen-Grossberg-type bidirectional associative memory neural networks with time-varying delays. Nonlinearity 19, 1601–1617 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  8. Yang, F., Zhang, C., Wu, D.: Global stability analysis of impulsive BAM type Cohen-Grossberg neural networks with delays. Appl. Math. Comput. 186, 932–940 (2007)

    MathSciNet  MATH  Google Scholar 

  9. Zhou, Q., Wan, L.: Impulsive effects on stability of Cohen-Grossberg-type bidirectional associative memory neural networks with delays. Nonlinear Anal.: Real World Appl. 10, 2531–2540 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  10. Bai, C.: Stability analysis of Cohen-Crossberg BAM neural networks with delays and impulses. Chaos, Solitons Fractals 35, 263–267 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  11. Feng, C., Plamondon, P.: Stability analysis of bidirectional associative memory networks with time delays. IEEE Trans. Neural Networks 14, 1560–1565 (2003)

    Article  Google Scholar 

  12. Jiang, H., Cao, J.: BAM-type Cohen-Grossberg neural networks with time delays. Math. Comput. Modell. 47, 92–103 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  13. Chen, A., Cao, J.: Periodic bi-directional Cohen-Grossberg neural networks with distributed delays. Nonlinear Anal. 66, 2947–2961 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  14. Li, Y., Fan, X.: Existence and globally exponential stability of almost periodic solution for Cohen-Grossberg BAM neural networks with variable coefficients. Appl. Math. Modell. 33, 2114–2120 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  15. Xiang, H., Cao, J.: Exponential stability of periodic solution to Cohen-Grossberg-type BAM networks with time-varying delays. Neurocomputing 72, 1702–1711 (2009)

    Article  Google Scholar 

  16. Ren, F.I., Cao, J.: Periodic solutions for a class of higher-order Cohen-Grossberg type neural networks with delays. Computers and Mathematics with Applications 54, 826–839 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  17. Huo, H.F., Wan, T.L., Tang, S.: Dynamics of high-order BAM neural networks with and without impulses. Applied Mathematics and Computation 215, 2120–2133 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  18. Cao, J., Liang, J., Lam, J.: Exponential stability of high-order bidirectional associative memory neural networks with time delays. Physics D 199, 425–436 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  19. Zhang, J., Gui, Z.: Existence and stability of periodic solutions of high-order Hopfield neural networks with impulses and delays. J. Comput. Appl. Math. 224, 602–613 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  20. Forti, M., Tesi, A.: New conditions for global stability of neural networks with application to linear and quadratic programming problems. IEEE Trans. Circuits Syst. I 42, 354–366 (1995)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Ke, Y., Miao, C. (2011). Periodic Solutions for High-Order Cohen-Grossberg-Type BAM Neural Networks with Time-Delays. In: Liu, D., Zhang, H., Polycarpou, M., Alippi, C., He, H. (eds) Advances in Neural Networks – ISNN 2011. ISNN 2011. Lecture Notes in Computer Science, vol 6675. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21105-8_44

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-21105-8_44

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21104-1

  • Online ISBN: 978-3-642-21105-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics