Abstract
In this paper, a class of high-order cellular neural networks model is considered with the introduction of time-varying delays in the leakage terms. By using differential inequality techniques, some very verifiable and practical delay-dependent criteria on the existence and global exponential stability of anti-periodic solution for the model are derived. Even for the model without leakage delays, the criteria are shown to be less conservative than many recent publications. Moreover, some examples and remarks are given to demonstrate the feasibility of our method.
Similar content being viewed by others
References
Dembo A, Farotimi O, Kailath T (1991) High-order absolutely stable neural networks. IEEE Trans Circuits Syst 38:57–65
Ou C (2008) Anti-periodic solutions for high-order Hopfield neural networks. Comput Math Appl 56(7):1838–1844
Huang Z, Peng L, Xu M (2010) Anti-periodic solutions for high-order cellular neural networks with time-varying delays. Electron J Differ Equ 59:1–9
Nie X, Huang Z (2012) Multistability and multiperiodicity of high-order competitive neural networks with a general class of activation functions. Neurocomputing 82(1):1–13
Pan L, Cao J (2011) Anti-periodic solution for delayed cellular neural networks with impulsive effects. Nonlinear Anal Real World Appl 12:3014–3027
Zhao L, Li Y (2011) Existence and exponential stability of anti-periodic solutions of high-order Hopfield neural networks with delays on time scales. Differ Equ Dyn Syst 19:13–26
Balasubramaniam P, Kalpana M, Rakkiyappan R (2011) Existence and global asymptotic stability of fuzzy cellular neural networks with time delay in the leakage term and unbounded distributed delays. Circuits Syst Signal Process 30:1595–1616
Balasubramaniam P, Vembarasan V, Rakkiyappan R (2011) Leakage delays in T–S fuzzy cellular neural networks. Neural Process Lett 33:111–136
Gopalsamy K (2007) Leakage delays in BAM. J Math Anal Appl 325:1117–1132
Li X, Cao J (2010) Delay-dependent stability of neural networks of neutral type with time delay in the leakage term. Nonlinearity 23:1709–1726
Liu B (2013) Global exponential stability for BAM neural networks with time-varying delays in the leakage terms. Nonlinear Anal Real World Appl 14:559–566
Peng S (2010) Global attractive periodic solutions of BAM neural networks with continuously distributed delays in the leakage terms. Nonlinear Anal Real World Appl 11:2141–2151
Gan Q, Liang Y (2012) Synchronization of chaotic neural networks with time delay in the leakage term and parametric uncertainties based on sampled-data control. J Frankl Inst 349(6):1955–1971
Hino Y, Murakami S, Nai T (1991) Functional differential equations with infinite delay. Lecture in Mathematics, vol 1473. Springer, Berlin
Chen Z, Meng J (2012) Exponential convergence for cellular neural networks with time-varying delays in the leakage terms. Abstr. Appl Anal 941063:11. doi:10.1155/2012/941063
Chen Z (2012) A shunting inhibitory cellular neural network with leakage delays and continuously distributed delays of neutral type. Neural Comput Appl. doi:10.1007/s00521-012-1200-2
Chen Z, Yang M (2012) Exponential convergence for HRNNs with continuously distributed delays in the leakage terms. Neural Comput Appl. doi:10.1007/s00521-012-1172-2
Acknowledgments
The authors would like to express the sincere appreciation to the reviewers for their helpful comments in improving the presentation and quality of the paper. In particular, the authors expresses the sincere gratitude to Prof. Bingwen Liu for the helpful discussion when this work is carried out. This work was supported by the Construct Program of the Key Discipline in Hunan Province, the Science and Technology Planning project of Technology Department of Hunan Province (Grant no. 2012FJ4300), the Science and Technology Planning project of Chenzhou City in Hunan Province (Grant no. [2011]29), and the Natural Scientific Research Fund of Hunan Provincial Education Department (Grant no. 11C1186).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Xu, Y. Anti-periodic solutions for HCNNs with time-varying delays in the leakage terms. Neural Comput & Applic 24, 1047–1058 (2014). https://doi.org/10.1007/s00521-012-1330-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00521-012-1330-6