Anti-synchronization of Time-delayed Chaotic Neural Networks Based on Adaptive Control

This paper investigates the adaptive anti-synchronization problem for time-delayed chaotic neural networks with unknown parameters. Based on Lyapunov-Krasovskii stability theory and linear matrix inequality (LMI) approach, the adaptive anti-synchronization controller is designed and an analytic expression of the controller with its adaptive laws of unknown parameters is shown. The proposed controller can be obtained by solving the LMI problem. An illustrative example is given to demonstrate the effectiveness of the proposed method.

[1]  Zhi-Hong Guan,et al.  Feedback and adaptive control for the synchronization of Chen system via a single variable , 2003 .

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

[3]  Ju H. Park Adaptive Synchronization of a Unified Chaotic System with an Uncertain Parameter , 2005 .

[4]  S. Tong,et al.  Guaranteed cost control of time-delay chaotic systems via memoryless state feedback , 2007 .

[5]  M. T. Yassen,et al.  Adaptive synchronization of two different uncertain chaotic systems [rapid communication] , 2005 .

[6]  Mohd. Salmi Md. Noorani,et al.  Anti-synchronization of chaotic systems with uncertain parameters via adaptive control , 2009 .

[7]  Gang Feng,et al.  A full delayed feedback controller design method for time-delay chaotic systems , 2007 .

[8]  L. Glass,et al.  Oscillation and chaos in physiological control systems. , 1977, Science.

[9]  Ruihong Li,et al.  Synchronization of two different chaotic systems with unknown parameters , 2007 .

[10]  Ju H. Park,et al.  Guaranteed cost control of time-delay chaotic systems , 2006 .

[11]  M. Noorani,et al.  On anti-synchronization of chaotic systems via nonlinear control , 2009 .

[12]  Mou Chen,et al.  Robust adaptive neural network synchronization controller design for a class of time delay uncertain chaotic systems , 2009 .

[13]  L. Ghaoui,et al.  History of linear matrix inequalities in control theory , 1994, Proceedings of 1994 American Control Conference - ACC '94.

[14]  V. Kolmanovskii,et al.  Stability of Functional Differential Equations , 1986 .

[15]  Xinzhi Liu,et al.  Impulsive synchronization of chaotic systems subject to time delay , 2009 .

[16]  J. A. Laoye,et al.  Synchronization, anti-synchronization and current transports in non-identical chaotic ratchets , 2007 .

[17]  Wei Zhu,et al.  Global impulsive exponential synchronization of time-delayed coupled chaotic systems , 2008 .

[18]  Zuolei Wang,et al.  Anti-synchronization in two non-identical hyperchaotic systems with known or unknown parameters , 2009 .

[19]  J. D. Farmer,et al.  Chaotic attractors of an infinite-dimensional dynamical system , 1982 .

[20]  Chuandong Li,et al.  Anti-Synchronization of a Class of Coupled Chaotic Systems via Linear Feedback Control , 2006, Int. J. Bifurc. Chaos.

[21]  Erik Noldus,et al.  Stabilization of a class of distributional convolution equations , 1985 .

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

[23]  Yinping Zhang,et al.  Chaotic synchronization and anti-synchronization based on suitable separation , 2004 .

[24]  Carroll,et al.  Synchronization in chaotic systems. , 1990, Physical review letters.

[25]  Rongwei Guo A simple adaptive controller for chaos and hyperchaos synchronization , 2008 .

[26]  Young-Jai Park,et al.  Anti-synchronization of chaotic oscillators , 2003 .