On the periodic dynamics of a general Cohen-Grossberg BAM neural networks via differential inclusions

In this paper, we investigate the periodic dynamical behaviors for a class of general Cohen-Grossberg BAM neural networks with discontinuous right-hand sides, time-varying and distributed delays. By means of differential inclusions theory and the topological degree theory in set-valued analysis, the existence of periodic solution for the neural networks is obtained. Moreover, our results extend previous works not only on time-varying and distributed delayed neural networks with continuous or even Lipschitz continuous activations, but also on time-varying and distributed delayed neural networks with discontinuous activations. Finally, we give some numerical examples to show the applicability and effectiveness of our main results.

[1]  Marius-F. Danca,et al.  Synchronization of Switch Dynamical Systems , 2002, Int. J. Bifurc. Chaos.

[2]  Zhengqiu Zhang,et al.  Global asymptotic stability to a generalized Cohen-Grossberg BAM neural networks of neutral type delays , 2012, Neural Networks.

[3]  B Kosko,et al.  Adaptive bidirectional associative memories. , 1987, Applied optics.

[4]  Cheng Si-we,et al.  Stochastic stability analysis of fuzzy Hopfield neural networks with time-varying delays , 2008 .

[5]  Changyin Sun,et al.  Global Robust Exponential Stability of Interval Neural Networks with Delays , 2002, Neural Processing Letters.

[6]  Lihong Huang,et al.  Global convergence of periodic solution of neural networks with discontinuous activation functions , 2009 .

[7]  Xiaoping Xue,et al.  Periodic solutions for semi-linear evolution inclusions , 2007 .

[8]  Lihong Huang,et al.  On the periodic dynamics of a class of time-varying delayed neural networks via differential inclusions , 2012, Neural Networks.

[9]  Fawang Liu,et al.  Finite difference approximations for the fractional Fokker–Planck equation , 2009 .

[10]  Viktor K. Jirsa,et al.  Noise during Rest Enables the Exploration of the Brain's Dynamic Repertoire , 2008, PLoS Comput. Biol..

[11]  Tianping Chen,et al.  Dynamical Behaviors of Delayed Neural Network Systems with Discontinuous Activation Functions , 2006, Neural Computation.

[12]  Duccio Papini,et al.  Global exponential stability of the periodic solution of a delayed neural network with discontinuous activations , 2005 .

[14]  Tianping Chen,et al.  Dynamical Behaviors of Delayed Neural Network Systems with Discontinuous Activation Functions , 2006 .

[15]  Jinde Cao,et al.  Global asymptotic stability of a general class of recurrent neural networks with time-varying delays , 2003 .

[16]  M. Forti,et al.  Generalized Lyapunov approach for convergence of neural networks with discontinuous or non-Lipschitz activations , 2006 .

[17]  M. Forti,et al.  Global convergence of neural networks with discontinuous neuron activations , 2003 .

[18]  Qian Jixin,et al.  Stability analysis for neural dynamics with time-varying delays , 1998, IEEE Trans. Neural Networks.

[19]  Georges G. E. Gielen,et al.  A fast learning algorithm for time-delay neural networks , 2002, Inf. Sci..

[20]  Tianping Chen,et al.  Nonnegative periodic dynamics of delayed Cohen-Grossberg neural networks with discontinuous activations , 2010, Neurocomputing.

[21]  Jinde Cao,et al.  Dissipativity and quasi-synchronization for neural networks with discontinuous activations and parameter mismatches , 2011, Neural Networks.

[22]  Yuanfu Shao Existence of exponential periodic attractor of BAM neural networks with time-varying delays and impulses , 2012, Neurocomputing.

[23]  Lihong Huang,et al.  Stability analysis of Cohen–Grossberg neural networks with discontinuous neuron activations , 2010 .

[24]  Wengui Yang,et al.  Existence of an exponential periodic attractor of periodic solutions for general BAM neural networks with time-varying delays and impulses , 2012, Appl. Math. Comput..

[25]  Zhigang Zeng,et al.  Robust stability analysis of interval fuzzy Cohen-Grossberg neural networks with piecewise constant argument of generalized type , 2012, Neural Networks.

[26]  M. Kisielewicz Differential Inclusions and Optimal Control , 1991 .

[27]  Tianping Chen,et al.  Dynamical behaviors of Cohen-Grossberg neural networks with discontinuous activation functions , 2005, Neural Networks.

[28]  Eugene M. Izhikevich,et al.  Polychronization: Computation with Spikes , 2006, Neural Computation.

[29]  Zhengqiu Zhang,et al.  Global robust exponential stability for second-order Cohen-Grossberg neural networks with multiple delays , 2009, Neurocomputing.

[30]  Shouchuan Hu Differential equations with discontinuous right-hand sides☆ , 1991 .

[31]  R. Westervelt,et al.  Stability of analog neural networks with delay. , 1989, Physical review. A, General physics.

[32]  Gunnar Rätsch,et al.  Support Vector Machines and Kernels for Computational Biology , 2008, PLoS Comput. Biol..

[33]  Xiangnan Zhou,et al.  Existence and global asymptotic stability of periodic solutions for Hopfield neural networks with discontinuous activations , 2009 .

[34]  Jinde Cao,et al.  On periodic solutions of neural networks via differential inclusions , 2009, Neural Networks.

[35]  Duccio Papini,et al.  Global exponential stability and global convergence in finite time of delayed neural networks with infinite gain , 2005, IEEE Transactions on Neural Networks.

[36]  Jinde Cao,et al.  Periodic bidirectional associative memory neural networks with distributed delays , 2006 .

[37]  R. E. Gaines,et al.  Periodic solutions to differential inclusions , 1981 .

[38]  Huaiqin Wu,et al.  Stability analysis for periodic solution of BAM neural networks with discontinuous neuron activations and impulses , 2009 .

[39]  Zhengqiu Zhang,et al.  Existence and global exponential stability of a periodic solution to interval general bidirectional associative memory (BAM) neural networks with multiple delays on time scales , 2011, Neural Networks.

[40]  Foss,et al.  Multistability and delayed recurrent loops. , 1996, Physical review letters.

[41]  Jinde Cao,et al.  Robust State Estimation for Neural Networks With Discontinuous Activations , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[42]  BART KOSKO,et al.  Bidirectional associative memories , 1988, IEEE Trans. Syst. Man Cybern..

[43]  J. Aubin,et al.  Existence of Solutions to Differential Inclusions , 1984 .

[44]  Qiankun Song,et al.  Global exponential stability of the periodic solution of delayed Cohen-Grossberg neural networks with discontinuous activations , 2010, Neurocomputing.

[45]  Li Yong,et al.  Periodic solutions of differential inclusions , 1995 .

[46]  L. Pandolfi,et al.  On stability of cellular neural networks with delay , 1993 .

[47]  Lihong Huang,et al.  Existence and global asymptotic stability of periodic solution for discrete and distributed time-varying delayed neural networks with discontinuous activations , 2011, Neurocomputing.

[48]  M. Forti,et al.  Global Convergence of Neural Networks With , 2003 .

[49]  Tianping Chen,et al.  Nonnegative Periodic Dynamics of Cohen-Grossberg Neural Networks with Discontinuous Activations and Discrete Time Delays , 2009, ISNN.

[50]  J. Cortés Discontinuous dynamical systems , 2008, IEEE Control Systems.

[51]  Lihong Huang,et al.  Existence and global exponential stability of periodic solution to self-connection BAM neural networks with delays , 2004 .

[52]  Yingwei Li,et al.  Existence and stability of periodic solution for BAM neural networks with discontinuous neuron activations , 2008, Comput. Math. Appl..