首页> 外文期刊>Neural Networks: The Official Journal of the International Neural Network Society >Global Mittag-Leffler stability analysis of fractional-order impulsive neural networks with one-side Lipschitz condition
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Global Mittag-Leffler stability analysis of fractional-order impulsive neural networks with one-side Lipschitz condition

机译:全球Mittag-Leffer稳定性分析分数次脉冲神经网络与一侧嘴唇尖头条件

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摘要

Abstract This paper is concerned with the stability analysis issue of fractional-order impulsive neural networks. Under the one-side Lipschitz condition or the linear growth condition of activation function, the existence of solution is analyzed respectively. In addition, the existence, uniqueness and global Mittag-Leffler stability of equilibrium point of the fractional-order impulsive neural networks with one-side Lipschitz condition are investigated by the means of contraction mapping principle and Lyapunov direct method. Finally, an example with numerical simulation is given to illustrate the validity and feasibility of the proposed results.
机译:摘要本文涉及分数次脉冲神经网络的稳定性分析问题。 在一侧唇形条件或活化功能的线性生长条件下,分别对溶液的存在分别进行分析。 此外,通过收缩映射原理和Lyapunov直接方法研究了分数次脉冲神经网络平衡点的存在,唯一性和全球Mittag-Leffler稳定性。 最后,给出了具有数值模拟的示例来说明所提出的结果的有效性和可行性。

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