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Effects of the short-cut connection on the dynamics of a delayed ring neural network

机译:快捷连接对延迟环神经网络动力学的影响

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This paper studies quantitatively a high dimensional delayed neural network with small world connection. On the basis of Lyapunov stability approach, we investigate the asymptotic stability of the trivial equilibrium and obtain delay-dependent criteria ensuring global stability for the neural network. It shows that the small world connection decreases the global stability interval. Special attention is paid to the complex dynamics due to the short-cut connenction. Some complex dynamical behaviors are exhibited numerically such as period-doubling bifurcation and quasi-period bifurcation to chaos. It would be promising that small world connection can be used as an effective scheme to control the dynamics.
机译:本文定量研究了具有小世界联系的高维延迟神经网络。在Lyapunov稳定性方法的基础上,我们研究了琐碎平衡的渐近稳定性,并获得了依赖于延迟的准则,以确保神经网络的全局稳定性。它表明,小世界连接减少了全局稳定间隔。由于连接快捷,特别要注意复杂的动力学。在数值上表现出一些复杂的动力学行为,如周期倍增分叉和准周期分叉至混沌。希望将小世界连接用作控制动态的有效方案。

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