Abstract
The problem of \(p\)-synchronization for a class of stochastic non-autonomous reaction-diffusion Cohen–Grossberg networks with mixed delays by using periodically intermittent feedback control is investigated in this paper. Some exponential synchronization criteria based on \(p\)-norm are obtained by utilizing some analysis methods. These proofs indirectly generalized the Halanay inequality and facilitated the proof processing of the existing works. Finally, an illustrative example is given to show the effectiveness of the theoretical results.
Similar content being viewed by others
References
Cohen M, Grossberg S (1983) Absolute stability and global pattern formation and parallel memory storage by competitive neural networks. IEEE Trans Syst Man Cybern 13:815–826
Grossberg S (1988) Nonlinear neural networks: principles, mechanisms, and architectures. Neural Netw 1:17–61
Lien C, Yu K, Lin Y, Chang H, Chung Y (2011) Stability analysis for Cohen–Grossberg neural networks with time-varying delays via LMI approach. Expert Syst Appl 38:6360–6367
Lisena B (2011) Dynamical behavior of impulsive and periodic Cohen–Grossberg neural networks. Nonlinear Anal TMA 74:4511–4519
Liu F, Ren Y, Shan X, Qiu Z (2000) A linear feedback synchronization theorem for a class of chaotic systems. Chaos Solitons Fractals 11(9):1387–1396
Lou X, Cui B (2006) Asymptotic synchronization of a class of neural networks with reaction-diffusion terms and time-varying delays. Comput Math Appl 52(6–7):897–904
Cui B, Lou X (2007) Synchronization of chaotic recurrent neural networks with time-varying delays using nonlinear feedback control. Chaos Solitons Fractals 39(1):288–294
Pan L, Zhou W, Fang J, Li D (2010) Synchronization and anti-synchronization of new uncertain fractional-order modified unified chaotic systems via novel active pinning control. Commun Nonlinear Sci Numer Simul 15:3754–3762
Lin J, Yan J (2009) Adaptive synchronization for two identical generalized Lorenz chaotic systems via a single controller. Nonlinear Anal RWA 10:1151–1159
Huang T, Li C, Chen G (2007) Stability of Cohen–Grossberg neural networks with unbounded distributed delays. Chaos Solitons Fractals 34:992–996
Huang D (2004) Synchronization-based estimation of all parameters of chaotic systems from time series. Phys Rev E 69:067201
Wang Z, Zhang H, Liu D (2009) Global asymptotic stability and robust stability of a class of Cohen-Grossberg neural networks with mixed delays. IEEE Trans Circuits Syst I 56(3):616–629
Zhang H, Wang Y (2008) Stability analysis of Markovian jumping stochastic Cohen–Grossberg neural networks with mixed time delays. IEEE Trans Neural Netw 19(2):366–370
Li K, Li Z, Zhang X (2007) Exponential stability of reaction-diffusion generalized Cohen–Grossberg neural networks with both variable and distributed delays. Int Math Forum 2:1397–1414
Song Q, Wang Z (2008) Stability analysis of impulsive stochastic Cohen–Grossberg neural networks with mixed time delays. Physica A 387(13):3314–3326
Song Q, Wang Z (2008) Neural networks with discrete and distributed time-varying delays: a general stability analysis. Chaos Solitons Fractals 37(5):1538–1547
Sun J, Wan L (2005) Global exponential stability and periodic solutions of Cohen–Grossberg neural networks with continuously distributed delays. Physica D 208:1–20
Wan L, Sun J (2005) Global asymptotic stability of Cohen–Grossberg neural network with continuously distributed delays. Phys Lett A 343(4):331–340
Park JuH (2009) Synchronization of cellular neural networks of neural type via dynamic feedback controller. Chaos Solitons Fractals 42:1299–1304
Li X (2009) Existence and global exponential stability of periodic solution for impulsive Cohen–Grossberg-type BAM neural networks with continuously distributed delays. Appl Math Comput 215:292–307
Zheng Y, Chen G (2009) Fuzzy impulsive control of chaotic systems based on Ts fuzzy model. Chaos Solitons Fractals 39:2002–2011
Mahoobi SH, Shahrokhi M, Pishkenari HN (2006) Observer-based control design for three well-known chaotic systems. Chaos Solitons Fractals 29(2):381–392
Bottaro A, Yasutake Y, Nomura T, Casadio M, Morasso P (2008) Bounded stability of the quiet standing posture: an intermittent control model. Hum Mov Sci 27:473–495
Mei J, Jiang M, Xu W, Wang B (2013) Finite-time synchronization control of complex dynamical networks with time delay. Commun Nonlinear Sci Numer Simul 18:2462–2478
Dai D, Ma X (2001) Chaos synchronization by using intermittent parametric adaptive control method. Phys Lett A 288:23–28
Hu C, Yu J, Jiang H, Teng Z (2010) Exponential stabilization and synchronization of neural networks with time-varying delays via periodically intermittent control. Nonlinearity 23:2369–2391
Zochowski M (2000) Intermittent dynamical control. Physica D 145:181–190
Li C, Feng G, Liao X (2007) Stabilization of nonlinear systems via periodically intermittent control. IEEE Trans Circuits Syst II 54:1019–1023
Huang T, Li C (2010) Chaotic synchronization by the intermittent feedback method. Comput Appl Math 234:1097–1104
Li C, Liao X, Huang T (2007) Exponential stabilization of chaotic systems with delay by periodically intermittent control. Chaos 17:013103
Huang T, Li C, Liu X (2008) Synchronization of chaotic systems with delay using intermittent linear state feedback. Chaos 18:033122
Huang T, Li C, Yu W, Chen G (2009) Synchronization of delayed chaotic systems with parameter mismatches by using intermittent linear state feedback. Nonlinearly 22:569–584
Yang X, Cao J (2009) Stochastic synchronization of coupled neural networks with intermittent control. Phys Lett A 373:3259–3272
Cai S, Liu Z, Xu F, Shen J (2009) Periodically intermittent controlling complex dynamical networks with time-varying delays to a desired orbit. Phys Lett A 373:3846–3854
Wang Y, Hao J, Zuo Z (2010) A new method for exponential synchronization of chaotic delayed systems via intermittent control. Phys Lett A 374:2024–2029
Hu C, Yu J, Jiang H, Teng Z (2010) Exponential lag synchronization for neural networks with mixed delays via periodically intermittent control. Chaos 20:023108
Xia W, Cao J (2009) Pinning synchronization of delayed dynamical networks via periodically intermittent control. Chaos 19:013120
Hu C, Yu J, Jiang H, Teng Z (2012) Exponential synchronization for reaction-diffusion networks with mixed delays in terms of p-norm via intermittent driving. Neural Netw 31:1–11
Yu J, Hu C, Jiang H, Teng Z (2012) Exponential lag synchronization for delayed fuzzy cellular neural networks via periodically intermittent control. Math Comput Simul 82:895–908
Yu J, Hu C, Jiang H, Teng Z (2011) Exponential synchronization of Cohen–Grossberg neural networks via periodically intermittent control. Neurocomputing 74:1776–1782
Gan Q (2012) Exponential synchronization of stochastic Cohen–Grossberg neural networks with mixed time-varying delays and reaction-diffusion via periodically intermittent control. Neural Netw 31:12–21
Song Q, Cao J (2006) Stability analysis of Cohen–Grossberg neural network with both time-varying and continuously distributed delays. J Comput Appl Math 197:188–203
Song Q, Cao J (2007) Stability analysis of impulsive Cohen–Grossberg neural network with unbounded discrete time-varying delays. Int J Neural Syst 17(5):407–417
Halanay A (1996) Differential equations, stability, oscillation, timelags. Academic Press, New York
Cai S, He Q, Hao J, Liu Z (2010) Exponential synchronization of complex networks with nonidentical time-delayed dynamical nodes. Phys Lett A 374:2539–2550
Yu J, Hu C, Jiang H, Teng Z (2012) Synchronization of nonlinear systems with delays via periodically nonlinear intermittent control. Commun Nonlinear Sci Numer Simul 17:2978–2989
Acknowledgments
Supported by the National Natural Science Foundation of China (Grant Nos. 61174216 and 61074091), Graduate Scientific Research Creative Foundation of China Three Gorges University (No. 2011CX079) and the Natural Science Foundation of Hubei Province (2010CDB1080), and the Science Foundation of Education Commission of Hubei Province (D20101202, D20101202).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Mei, J., Jiang, M., Wang, B. et al. Exponential \(p\)-Synchronization of Non-autonomous Cohen–Grossberg Neural Networks with Reaction-Diffusion Terms via Periodically Intermittent Control. Neural Process Lett 40, 103–126 (2014). https://doi.org/10.1007/s11063-013-9313-x
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11063-013-9313-x