Synchronization in an Array of Nonlinearly Coupled Chaotic Neural Networks with Delay Coupling

A general complex dynamical network consisting of N nonlinearly coupled identical chaotic neural networks with coupling delays is firstly formulated. Many studied models with coupling systems are special cases of this model. Synchronization in such dynamical network is considered. Based on the Lyapunov–Krasovskii stability theorem, some simple controllers with updated feedback strength are introduced to make the network synchronized. The update gain γi can be properly chosen to make some important nodes synchronized quicker or slower than the rest. Two examples including nearest-neighbor coupled networks and scale-free network are given to verify the validity and effectiveness of the proposed control scheme.

[1]  Guanrong Chen,et al.  Global Synchronization of Coupled Delayed Neural Networks and Applications to Chaotic CNN Models , 2004, Int. J. Bifurc. Chaos.

[2]  Mauricio Barahona,et al.  Synchronization in small-world systems. , 2002, Physical review letters.

[3]  Jinde Cao,et al.  Adaptive complete synchronization of two identical or different chaotic (hyperchaotic) systems with fully unknown parameters. , 2005, Chaos.

[4]  Xiao Fan Wang,et al.  Complex Networks: Topology, Dynamics and Synchronization , 2002, Int. J. Bifurc. Chaos.

[5]  Ramakrishna Ramaswamy,et al.  TARGETING CHAOS THROUGH ADAPTIVE CONTROL , 1998, chao-dyn/9801024.

[6]  Ljupco Kocarev,et al.  Synchronization in power-law networks. , 2005, Chaos.

[7]  L. Chua,et al.  Synchronization in an array of linearly coupled dynamical systems , 1995 .

[8]  Debin Huang,et al.  A Simple Adaptive-feedback Controller for Identical Chaos Synchronization , 2022 .

[9]  S. Boccaletti,et al.  Synchronization of chaotic systems , 2001 .

[10]  M Chavez,et al.  Synchronization in complex networks with age ordering. , 2005, Physical review letters.

[11]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[12]  Donghua Zhou,et al.  Synchronization in uncertain complex networks. , 2006, Chaos.

[13]  Hongtao Lu Chaotic attractors in delayed neural networks , 2002 .

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

[15]  Huang Stabilizing unstable discrete systems by a nonuniformly adaptive adjustment mechanism , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[16]  Jinde Cao,et al.  Global synchronization in arrays of delayed neural networks with constant and delayed coupling , 2006 .

[17]  Jinde Cao,et al.  Adaptive synchronization of neural networks with or without time-varying delay. , 2006, Chaos.

[18]  Jinde Cao,et al.  Topology influences performance in the associative memory neural networks , 2006 .

[19]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[20]  Chunguang Li,et al.  Synchronization in general complex dynamical networks with coupling delays , 2004 .

[21]  Tianping Chen,et al.  Synchronization of coupled connected neural networks with delays , 2004, IEEE Transactions on Circuits and Systems I: Regular Papers.

[22]  Kestutis Pyragas SYNCHRONIZATION OF COUPLED TIME-DELAY SYSTEMS : ANALYTICAL ESTIMATIONS , 1998 .

[23]  Vicente Pérez-Muñuzuri,et al.  Autowaves for Image Processing on a Two-Dimensional CNN Array of Excitable Nonlinear Circuits: Flat and Wrinkled Labyrinths V. Perez-Mufiuzuri, V. Perez-Villar, and Leon 0. Chua, Fellow, ZEEE , 1993 .

[24]  Jinde Cao,et al.  A general framework for global asymptotic stability analysis of delayed neural networks based on LMI approach , 2005 .

[25]  Jinde Cao,et al.  Synchronization in an array of linearly coupled networks with time-varying delay ☆ , 2006 .

[26]  J J Hopfield,et al.  Neurons with graded response have collective computational properties like those of two-state neurons. , 1984, Proceedings of the National Academy of Sciences of the United States of America.

[27]  Xiang Li,et al.  Pinning a complex dynamical network to its equilibrium , 2004, IEEE Trans. Circuits Syst. I Regul. Pap..

[28]  Guanrong Chen,et al.  A time-varying complex dynamical network model and its controlled synchronization criteria , 2005, IEEE Transactions on Automatic Control.

[29]  Jinde Cao,et al.  Adaptive synchronization in tree-like dynamical networks , 2007 .