Stability Analysis of Impulsive BAM Fuzzy Cellular Neural Networks with Distributed Delays and Reaction-diffusion Terms
Authors: Xinhua Zhang, Kelin Li
Abstract:
In this paper, a class of impulsive BAM fuzzy cellular neural networks with distributed delays and reaction-diffusion terms is formulated and investigated. By employing the delay differential inequality and inequality technique developed by Xu et al., some sufficient conditions ensuring the existence, uniqueness and global exponential stability of equilibrium point for impulsive BAM fuzzy cellular neural networks with distributed delays and reaction-diffusion terms are obtained. In particular, the estimate of the exponential convergence rate is also provided, which depends on system parameters, diffusion effect and impulsive disturbed intention. It is believed that these results are significant and useful for the design and applications of BAM fuzzy cellular neural networks. An example is given to show the effectiveness of the results obtained here.
Keywords: Bi-directional associative memory, fuzzy cellular neuralnetworks, reaction-diffusion, delays, impulses, global exponentialstability.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1080788
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1550References:
[1] L. O. Chua, "Passivity and Complexity", IEEE Trans. Circ. Syst.-I: Fundamental Theory and Applications 46 (1999) 71-82.
[2] M. Itoh, L. O. Chua, "Complexity of Reaction-diffusion CNN", Int. J. Bifurc. Chaos 16 (2006) 2499-2527.
[3] L. Wang, D. Xu, "Global exponential stability of Hopfield reactiondiffusion neural networks with variable delays", Sci. China Ser. F 46 (2003) 466-474.
[4] J. Liang, J. Cao, "Global exponential stability of reaction-diffusion recurrent neural networks with time-varying delays", Phys. Lett. A 314 (2003) 434-442.
[5] A. Chen, L. Huang, J. Cao, "Exponential stability of delayed bidirectional associative memory neural networks with reaction diffusion terms", Int. J. Syst. Sci. 38 (2007) 421-432.
[6] X. Lou, B. Cui, "New criteria on global exponential stability of BAM neural networks with distributed delays and reaction-diffusion terms", Int. J. Neural Syst. 17 (2007) 43-52.
[7] X. Lou, B. Cui, "Asymptotic synchronization of a class of neural networks with reaction-diffusion terms and time-varying delays", Computers & Mathematics with Applications 52 (2006) 897-904.
[8] B. Cui, X. Lou, "Global asymptotic stability of BAM neural networks with distributed delays and reaction-diffusion terms", Chaos, Solitons & Fractals 27 (2006) 1347-1354.
[9] H. Zhao, G. Wang, "Existence of periodic oscillatory solution of reactiondiffusion neural networks with delays", Phys. Lett. A 343 (2005) 372-383.
[10] Q. Song, Z. Wang, "An analysis on existence and global exponential stability of periodic solutions for BAM neural networks with time-varying delays", Nonlinear Analysis: Real World Applications 8 (2007) 1224- 1234.
[11] Q. Song, J. Cao, "Global exponential stability and existence of periodic solutions in BAM networks with delays and reaction-diffusion terms", Chaos, Solitons & Fractals 23 (2005) 421-430.
[12] Q. Song, Z. Zhao, Y. Li, "Global exponential stability of BAM neural networks with distributed delays and reaction-diffusion terms", Phys. Lett. A 335 (2005) 213-225.
[13] Q. Song, J. Cao, "Dynamics of bidirectional associative memory networks with distributed delays and reaction-diffusion terms", Nonlinear Anal.: Real World Applications 8 (2007) 345-361.
[14] Q. Song, J. Cao, "Exponential stability for impulsive BAM neural networks with time-varying delays and reaction-diffusion terms", Advances in Difference Equations 2007, art. no. 781608.
[15] Q. Song, Z. Wang, "Dynamical behaviors of fuzzy reaction-diffusion periodic cellular neural networks with variable coefficients and delays", Appl. Math. Model. 33 (2009) 3533-3545.
[16] Q. Zhou, J. Sun, G. Chen, "Global exponential stability and periodic oscillations of reaction-diffusion BAM neural networks with periodic coefficients and general delays", Int. J. Bifurc. Chaos 17 (2007) 129-142.
[17] J. G. Lu, "Global exponential stability and periodicity of reactiondiffusion delayed recurrent neural networks with Dirichlet boundary conditions", Chaos, Solitons & Fractals 35 (2008) 116-125.
[18] J. Wang, J. G. Lu, "Global exponential stability of fuzzy cellular neural networks with delays and reaction-diffusion terms", Chaos, Solitons & Fractals 38 (2008) 878-885.
[19] J. G. Lu, L. J. Lu, "Global exponential stability and periodicity of reaction-diffusion recurrent neural networks with distributed delays and Dirichlet boundary conditions", Chaos, Solitons & Fractals 39 (2009) 1538-1549.
[20] K. Li, Q. Song, "Stability analysis of BAM fuzzy neural networks with distributed delays and reaction-diffusion terms", Dyn. Contin. Disc. Impul. Syst.-A: Math. Anal. 16 (2009) 375-396.
[21] K. Li, "Stability analysis of impulsive fuzzy cellular neural networks with time-varying delays and reaction-diffusion terms", Far East J. Dynamical Systems 9 (2007) 325-344.
[22] K. Li, Q. Song, "Exponential stability of impulsive Cohen-Grossberg neural networks with time-varying delays and reaction-diffusion terms", Neurocomputing 72 (2008) 231-240.
[23] Z. Li, K. Li, "Stability analysis of impulsive Cohen-Grossberg neural networks with distributed delays and reaction-diffusion terms", Appl. Math. Model. 33 (2009) 1337-1348.
[24] K. Li, "Global exponential stability of impulsive fuzzy cellular neural networks with delays and diffusion", Int. J. Bifurc. Chaos 19 (2009) 245- 261.
[25] J. Qiu, "Exponential stability of impulsive neural networks with timevarying delays and reaction-diffusion terms", Neurocomputing 70 (2007) 1102-1108.
[26] T. Yang, L. Yang, "The global stability of fuzzy celluar neural networks", IEEE Trans. Cric. Syst. I 43 (1996) 880-883.
[27] D. Xu, Z. Yang, "Impulsive delay differential inequality and stability of neural networks", J. Math. Anal. Appl. 305 (2005) 107-120.
[28] X. Wang, D. Xu, "Global exponential stability of impulsive fuzzy cellular neural networks with mixed delays and reaction-diffusion terms", Chaos, Solitons & Fractals 42 (2009) 2713-2721.
[29] B. Kosko, "Adaptive bi-directional associative memories", Appl Opt. 26 (1987) 4947-4960.