Global synchronization for delayed complex networks with randomly occurring nonlinearities and multiple stochastic disturbances

This paper is concerned with the synchronization problem for a new class of continuous time delayed complex networks with stochastic nonlinearities (randomly occurring nonlinearities), interval time-varying delays, unbounded distributed delays as well as multiple stochastic disturbances. The stochastic nonlinearities and multiple stochastic disturbances are investigated here in order to reflect more realistic dynamical behaviors of the complex networks that are affected by the noisy environment. By utilizing a new matrix functional with the idea of partitioning the lower bound 1 of the time-varying delay, we employ the stochastic analysis techniques and the properties of the Kronecker product to establish delay-dependent synchronization criteria that ensure the globally asymptotically mean-square synchronization of the addressed stochastic delayed complex networks. The sufficient conditions obtained are in the form of linear matrix inequalities (LMIs) whose solutions can be readily solved by using the standard numerical software. A numerical example is exploited to show the applicability of the proposed results.

[1]  R. Khasminskii Stochastic Stability of Differential Equations , 1980 .

[2]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[3]  David Williams,et al.  Probability with Martingales , 1991, Cambridge mathematical textbooks.

[4]  Stephen P. Boyd,et al.  Linear Matrix Inequalities in Systems and Control Theory , 1994 .

[5]  Xuerong Mao,et al.  Stochastic differential equations and their applications , 1997 .

[6]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[7]  C. Lia,et al.  Synchronization of complex dynamical networks with time delays $ , 1999 .

[8]  S. Strogatz Exploring complex networks , 2001, Nature.

[9]  Xuerong Mao,et al.  Exponential stability of stochastic delay interval systems with Markovian switching , 2002, IEEE Trans. Autom. Control..

[10]  Guanrong Chen,et al.  Complex networks: small-world, scale-free and beyond , 2003 .

[11]  M. Aldana Boolean dynamics of networks with scale-free topology , 2003 .

[12]  Vladimir L. Kharitonov,et al.  Stability of Time-Delay Systems , 2003, Control Engineering.

[13]  Chavdar Dangalchev,et al.  Generation models for scale-free networks , 2004 .

[14]  W. Stewart,et al.  The Kronecker product and stochastic automata networks , 2004 .

[15]  Tianping Chen,et al.  Synchronization analysis of linearly coupled networks of discrete time systems , 2004 .

[16]  Fuwen Yang,et al.  Robust filtering for systems with stochastic nonlinearities and deterministic uncertainties , 2004, ICARCV 2004 8th Control, Automation, Robotics and Vision Conference, 2004..

[17]  Zoltán Toroczkai,et al.  Complex Networks The Challenge of Interaction Topology , 2005 .

[18]  V. Araújo Random Dynamical Systems , 2006, math/0608162.

[19]  Zidong Wang,et al.  Global exponential stability of generalized recurrent neural networks with discrete and distributed delays , 2006, Neural Networks.

[20]  Guanrong Chen,et al.  Global synchronization and asymptotic stability of complex dynamical networks , 2006, IEEE Transactions on Circuits and Systems II: Express Briefs.

[21]  Guanrong Chen,et al.  New criteria for synchronization stability of general complex dynamical networks with coupling delays , 2006 .

[22]  Fuwen Yang,et al.  Robust mixed H-2/H∞ control for a class of nonlinear stochastic systems , 2006 .

[23]  Fuwen Yang,et al.  Robust Filtering for Systems with Stochastic Non-Linearities and Deterministic Uncertainties , 2006 .

[24]  Jinde Cao,et al.  Exponential synchronization of stochastic perturbed chaotic delayed neural networks , 2007, Neurocomputing.

[25]  Huijun Gao,et al.  Parameter-dependent robust stability of uncertain time-delay systems , 2007 .

[26]  Tianping Chen,et al.  Exponential synchronization of nonlinear coupled dynamical networks with a delayed coupling , 2007 .

[27]  Min Wu,et al.  Stability Analysis for Neural Networks With Time-Varying Interval Delay , 2007, IEEE Transactions on Neural Networks.

[28]  Jinde Cao,et al.  Global Synchronization of Linearly Hybrid Coupled Networks with Time-Varying Delay , 2008, SIAM J. Appl. Dyn. Syst..

[29]  Zidong Wang,et al.  Stability analysis of impulsive stochastic Cohen–Grossberg neural networks with mixed time delays , 2008 .

[30]  Jianhua Sun,et al.  Convergence dynamics of stochastic reaction–diffusion recurrent neural networks with continuously distributed delays☆ , 2008 .

[31]  Yu Zhao,et al.  Further improvement on synchronization stability of complex networks with coupling delays , 2008, Int. J. Comput. Math..

[32]  Huijun Gao,et al.  Network-Based ${{\cal H}}_{\!\!\!\infty }$ Output Tracking Control , 2008, IEEE Transactions on Automatic Control.

[33]  R. Rakkiyappan,et al.  Global asymptotic stability of stochastic recurrent neural networks with multiple discrete delays and unbounded distributed delays , 2008, Appl. Math. Comput..

[34]  Zidong Wang,et al.  On synchronization of coupled neural networks with discrete and unbounded distributed delays , 2008, Int. J. Comput. Math..

[35]  Zidong Wang,et al.  Global Synchronization Control of General Delayed Discrete-Time Networks With Stochastic Coupling and Disturbances , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[36]  Huijun Gao,et al.  New Delay-Dependent Exponential Stability for Neural Networks With Time Delay , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[37]  Zidong Wang,et al.  Exponential synchronization of stochastic delayed discrete-time complex networks , 2008 .

[38]  Zidong Wang,et al.  H∞ filtering for uncertain stochastic time-delay systems with sector-bounded nonlinearities , 2008, Autom..

[39]  Zidong Wang,et al.  A delay fractioning approach to global synchronization of delayed complex networks with stochastic disturbances , 2008 .

[40]  Dong Yue,et al.  Stabilization of Systems With Probabilistic Interval Input Delays and Its Applications to Networked Control Systems , 2009, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[41]  Wei Chen,et al.  Network-based H∞ output tracking control for systems with time-varying bounded delay , 2011, Proceedings 2011 International Conference on Transportation, Mechanical, and Electrical Engineering (TMEE).