Abstract
In this paper, the conditions ensuring existence, uniqueness, and global exponential stability of the equilibrium point of interval neural networks with variable delays are studied. Applying idea of vector Liapunov function, the sufficient conditions for global exponential stability of interval neural networks are obtained.
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Chua, L.O., Yang, L.: Cellular Neural Networks: Theory. IEEE Trans. Circ. Syst. 35, 1257–1272 (1988)
Forti, M., Tesi, A.: New Conditions for Global Stability of Neural Networks with Application to Linear and Quadratic Programming Problems. IEEE Trans. Circ. Syst. I 42, 354–366 (1995)
Van Den Driessche, P., Zou, X.: Global Attractivity in Delayed Hopfield Neural Networks Models. SIAM J. Appl. Math. 58, 1878–1890 (1998)
Arik, S., Tavanoglu, V.: On the Global Asymptotic Stability of Delayed Cellular Neural Networks. IEEE Trans. Circ. Syst. I 47, 571–574 (2000)
Zhang, J., Jin, X.: Global Stability Analysis in Delayed Hopfield Neural Networks Models. Neural Networks 13, 745–753 (2000)
Zhang, J.: Absolutely Exponential Stability in Delayed Cellular Neural Networks. Int. J. Circ. Theor. Appl. 30, 395–409 (2002)
Zhang, J.: Globally Exponential Stability of Neural Networks with Variable Delays. IEEE Trans. Circ. Syst. 50, 288–291 (2003)
Chen, T.: Global Exponential Stability of Delayed Hopfield Neural Networks. Neural Networks 14, 977–980 (2001)
Liao, X., Wong, K.W., Wu, Z., Chen, G.: Novel Robust Stability Criteria for Interval Delayed Hopfield Neural Networks. IEEE Trans. Circ. Syst. I 48, 1355–1359 (2001)
Siljak, D.D.: Large-Scale Dynamic Systems-Stability and Structure. Elsevier, New York (1978)
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© 2006 Springer-Verlag Berlin Heidelberg
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Zhang, J., Ren, D., Zhang, W. (2006). Exponential Stability of Interval Neural Networks with Variable Delays. In: Huang, DS., Li, K., Irwin, G.W. (eds) Intelligent Computing. ICIC 2006. Lecture Notes in Computer Science, vol 4113. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11816157_40
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DOI: https://doi.org/10.1007/11816157_40
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-37271-4
Online ISBN: 978-3-540-37273-8
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