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
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)
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)
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)
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)
Zhang, J., Suda, Y., Iwasa, T.: Absolutely Exponential Stability of a Class of Neural Networks with Unbounded Delay. Neural Networks 17, 391–397 (2004)
Zhang, J., Suda, Y., Komine, H.: Global Exponential Stability of Cohen-Grossberg Neural Networks with Variable Delays. Physics Letters A 338, 44–50 (2005)
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)
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)
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)
Siljak, D.D.: Large-scale Dynamic Systems — Stability and Structure. Elsevier North-Holland, Inc., New York (1978)
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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
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