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Dynamics analysis of impulsive stochastic high-order BAM neural networks with Markovian jumping and mixed delays. (English) Zbl 1297.92009

Summary: This paper deals with the problem of asymptotical stability in mean square for a class of impulsive stochastic high-order bi-directional associative memory (BAM) neural networks with mixed delays and Markovian jumping parameters. Based on Lyapunov stability theory, linear matrix inequality and mathematical induction, some sufficient conditions are derived for the asymptotical stability in mean square of the equilibrium point of the neural networks. The results obtained in this paper are new and complement previously known results.

MSC:

92B20 Neural networks for/in biological studies, artificial life and related topics
60H10 Stochastic ordinary differential equations (aspects of stochastic analysis)
60J28 Applications of continuous-time Markov processes on discrete state spaces
Full Text: DOI

References:

[1] B. Boyd, Linear Matrix Inequalities in Systems and Control Theory (SIAM, Philadelphia, 1994).
[2] J. Cao, Appl. Math. Comput. 142, 333 (2003), DOI: 10.1016/S0096-3003(02)00308-9.
[3] J. Cao and M. Dong, Appl. Math. Comput. 135, 105 (2003), DOI: 10.1016/S0096-3003(01)00315-0.
[4] J. Cao, J. L. Liang and J. Lam, Phys. D 199, 425 (2004), DOI: 10.1016/j.physd.2004.09.012.
[5] J. Chen and B. T. Cui, Chaos Solitons Fractals 38, 1115 (2008), DOI: 10.1016/j.chaos.2007.01.042.
[6] W. Feng, Chaos Solitons Fractals 41, 414 (2009), DOI: 10.1016/j.chaos.2008.01.024.
[7] Z. J. Gui, X. S. Yang and W. G. Ge, Neurocomputing 70, 2517 (2007), DOI: 10.1016/j.neucom.2006.08.004.
[8] S. Haykin, Neural Networks (Prentice-Hall, 1994).
[9] D. W. C. Ho, J. L. Liang and J. Lam, Neural Netw. 19, 1581 (2006), DOI: 10.1016/j.neunet.2006.02.006.
[10] J. Hopfield, Proc. Natl. Acad. Sci. USA 79, 2554 (1982), DOI: 10.1073/pnas.79.8.2554.
[11] Z. T. Huang, X. S. Luo and Q. G. Yang, Chaos Solitons Fractals 34, 878 (2007), DOI: 10.1016/j.chaos.2006.03.112.
[12] Z. T. Huang and Q. G. Yang, Nonlinear Anal. Real World Appl.  (2007), DOI: 10.1016/j.nonrwa.2008.11.007.
[13] B. Kosko, Appl. Opt. 26, 4974 (1987), DOI: 10.1364/AO.26.004947.
[14] E. B. Kosmatopoulos and M. A. Christodoulou, IEEE Trans. Circuits Syst. II 42, 592 (1995), DOI: 10.1109/82.466645.
[15] E. B. Kosmatopoulos, IEEE Trans. Neural Netw. 6, 422 (1995), DOI: 10.1109/72.363477.
[16] V. Lakshmikantham, D. Bainov and P. Simeonov, Theory of Impulsive Differential Equations (World Scientific, Singapore, 1989). · Zbl 0719.34002
[17] K. L. Li, Comput. Math. Appl. 56, 2088 (2008), DOI: 10.1016/j.camwa.2008.03.038.
[18] X. Li, Neurocomputing 73, 749 (2010), DOI: 10.1016/j.neucom.2009.10.016.
[19] X. Y. Lou and B. T. Cui, J. Math. Anal. Appl. 330, 144 (2007), DOI: 10.1016/j.jmaa.2006.07.058.
[20] X. Y. Lou and B. T. Cui, Appl. Math. Model. 32, 232 (2008), DOI: 10.1016/j.apm.2006.11.015.
[21] S. Mohamad and K. Gopalsamy, Commun. Nonlinear Sci. Numer. Simul. 14, 27 (2009), DOI: 10.1016/j.cnsns.2007.08.004.
[22] R. Rakkiyappan and P. Balasubramaniam, Chaos Solitons Fractals 40, 1688 (2009), DOI: 10.1016/j.chaos.2007.09.052.
[23] R. Rakkiyappan, P. Balasubramaniam and S. Lakshmanan, Phys. Lett. A 372, 5290 (2008), DOI: 10.1016/j.physleta.2008.06.011.
[24] F. L. Ren and J. D. Cao, Nonlinear Anal. Real World Appl. 7, 967 (2006), DOI: 10.1016/j.nonrwa.2005.09.001.
[25] R. Samidural, R. Sakthivel and S. M. Anthoni, Appl. Math. Comput. 212, 113 (2009).
[26] P. Shi, E. K. Boukas and R. K. Agarwal, IEEE Trans. Automat. Contr. 44, 1592 (1999).
[27] P. Shi, E. K. Boukas and R. K. Agarwal, IEEE Trans. Automat. Contr. 44, 2139 (1999).
[28] Q. Song and J. D. Cao, Nonlinear Anal. Read World Appl. 8, 345 (2007), DOI: 10.1016/j.nonrwa.2005.08.006.
[29] Q. Song and J. D. Cao, Adv. Differential Equations  (2007), DOI: 10.1155/2007/78160.
[30] Q. Song and Z. Wang, Nonlinear Anal. Real World Appl. 8, 1224 (2007), DOI: 10.1016/j.nonrwa.2006.07.002.
[31] P. Tino, M. Cernansky and L. Benuskova, IEEE Trans. Neural Netw. 15(1), 6 (2004), DOI: 10.1109/TNN.2003.820839.
[32] Z. Wang, Phys. Lett. A 356(5), 346 (2006), DOI: 10.1016/j.physleta.2006.03.078.
[33] Y. Xia, Z. Yang and M. Han, IEEE Trans. Neural Netw. 20, 1165 (2009).
[34] C. Yuan and X. Mao, Automatica 40, 343 (2004), DOI: 10.1016/j.automatica.2003.10.012.
[35] Y. Zhang and J. T. Sun, Phys. Lett. A 348(2), 44 (2005), DOI: 10.1016/j.physleta.2005.08.030.
[36] Q. Zhu and J. Cao, Discrete Dyn. Nat. Soc. 2009, 1 (2009), DOI: 10.1155/2009/490515.
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