On a general nonlinear problem with distributed delays

被引:0
作者
N. Tatar
机构
[1] King Fahd University of Petroleum and Minerals,
来源
Journal of Contemporary Mathematical Analysis (Armenian Academy of Sciences) | 2017年 / 52卷
关键词
Neural network; activation function; distributed delay; exponential stabilization;
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暂无
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学科分类号
摘要
The paper considers a general system of ordinary differential equations appearing in the neural network theory. The activation functions are assumed to be continuous and bounded by power type functions of the states and distributed delay terms. These activation functions are not necessarily Lipschitz continuous as it is commonly assumed in the literature. We obtain sufficient conditions for exponential decay of solutions.
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页码:184 / 190
页数:6
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[1]  
Bao G.(2012)Analysis and design of associative memories based on recurrent neural network with discontinuous activation functions Neurocomputing 77 101-107
[2]  
Zeng Z.(2011)Existence and global asymptotic stability of periodic solution for discrete and distributed time-varying delayed neural networks with discontinuous activations Neurocomputing 74 3170-3179
[3]  
Cai Z.(1974)Pointwise estimates of solutions of some Volterra integral equations J. Math. Anal. Appl. 45 615-628
[4]  
Huang L.(2006)Generalized Lyapunov approach for convergence of neural networks with discontinuous or non-Lipschitz activations PhysicaD 214 88-99
[5]  
Dongade U. D.(2008)Exponential stability of artificial neural networks with distributed delays and large impulses Nonl. Anal.: RealWorld Applications 9 872-888
[6]  
Deo S. G.(2008)On global stability criterion of neural networks with continuously distributed delays Chaos Solitons & Fractals 37 444-449
[7]  
Forti M.(2003)Global exponential convergence analysis ofHopfieldNeuralNetworks with continuously distributed delays Commun. Theor. Phys. 39 381-384
[8]  
Grazzini M.(2012)Hopfield neural networkswith unbounded monotone activation functions Adv. Artificial Neural Netw. Syst. 571358 1-5
[9]  
Nistri P.(2014)Control of systems with Hölder continuous functions in the distributed delays Carpathian J. Math. 30 123-128
[10]  
Pancioni L.(2006)Global exponential stability of cellular neural networks with continuously distributed delays and impulses Physics Letters A 350 89-95