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Stability Analysis of Fuzzy Cohen-Grossberg Neural Networks with Distributed Delays and Reaction-Diffusion Terms

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Advances in Neural Networks - ISNN 2010 (ISNN 2010)

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Abstract

In this paper, we investigate a class of fuzzy Cohen-Grossberg neural networks (FCGNN) with distributed delays and reaction-diffusion terms. Based on the properties of M-matrix, by constructing vector Liapunov functions and applying differential inequalities, the sufficient conditions ensuring existence, uniqueness, and global exponential stability of the equilibrium point of FCGNN with distributed delays and reaction-diffusion terms are obtained.

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References

  1. Cohen, M.A., Grossberg, S.: Absolute Stability and Global Pattern Formation and Parallel Memory Storage by Competitive Neural Networks. IEEE Trans. Syst. Man Cybern. 13(5), 815–825 (1983)

    MATH  MathSciNet  Google Scholar 

  2. Forti, M., Tesi, A.: New Conditions for Global Stability of Neural Networks with Application to Linear and Quadratic Programming Problems. IEEE Trans. Circuits System-I 42(7), 354–366 (1995)

    Article  MATH  MathSciNet  Google Scholar 

  3. Yang, T., Yang, L.B.: Exponential Stability of Fuzzy Cellular Neural Networks with Constant and Time-Varying Delays. IEEE Trans. Circ. Syst.-I 43, 880–883 (1996)

    Article  Google Scholar 

  4. Civalleri, P.P., Gill, L.M., Pandolfi, L.: On Stability of Cellular Neural Networks with Delay. IEEE Transactions on Circuits and Systems-I 40(3), 157–164 (1993)

    Article  MATH  MathSciNet  Google Scholar 

  5. Zhang, J., Suda, Y., Iwasa, T.: Absolutely Exponential Stability of a Class of Neural Networks with Unbounded Delay. Neural Networks 17, 391–397 (2004)

    Article  MATH  Google Scholar 

  6. Zhang, J., Suda, Y., Komine, H.: Global Exponential Stability of Cohen-Grossberg Neural Networks with Variable Delays. Physics Letters A 338, 44–50 (2005)

    Article  MATH  Google Scholar 

  7. Zheng, W., Zhang, J.: Exponential Stability of Cohen-Grossberg Neural Networks with Reaction- diffusion Terms and Both Variable Time Delays and Unbounded Delay. DCDIS A Supplement, Advances in Neural Networks 14(S1), 100–105 (2007)

    MathSciNet  Google Scholar 

  8. Song, Q., Cao, J.: Global Exponential Robust Stability of Cohen-Grossberg Neural Network with Time-varying Delays and Reaction-diffusion Terms. Journal of the Franklin Institute 343(7), 705–719 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  9. Zhang, J., Ren, D., Zhang, W.: Global Exponential Stability of Fuzzy Cohen-Grossberg Neural Networks with Variable Delays and Distributed Delays. In: Huang, D.-S., Heutte, L., Loog, M. (eds.) ICIC 2007. LNCS (LNAI), vol. 4682, pp. 66–74. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  10. Siljak, D.D.: Large-scale Dynamic Systems — Stability and Structure. Elsevier North-Holland, Inc., New York (1978)

    MATH  Google Scholar 

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Zheng, W., Zhang, J. (2010). Stability Analysis of Fuzzy Cohen-Grossberg Neural Networks with Distributed Delays and Reaction-Diffusion Terms. In: Zhang, L., Lu, BL., Kwok, J. (eds) Advances in Neural Networks - ISNN 2010. ISNN 2010. Lecture Notes in Computer Science, vol 6063. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13278-0_87

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  • DOI: https://doi.org/10.1007/978-3-642-13278-0_87

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-13277-3

  • Online ISBN: 978-3-642-13278-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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