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Stability Analysis for Delayed Neural Networks via Some Switching Methods

机译:通过一些切换方法对延迟神经网络的稳定性分析

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摘要

In this paper, the stability problem of delayed neural networks is investigated by adopting some switching methods. First, the delay interval is divided into many smaller variable intervals, and when the smaller variable interval is regarded as a mode of the delay, delayed neural networks are modeled as switched systems. Then, by using some switching methods, less conservative stability criteria are derived to ensure the stability of delayed neural networks. Finally, one example is provided to show the effectiveness of the obtained criteria.
机译:在本文中,采用一些切换方法研究了延迟神经网络的稳定性问题。首先,延迟间隔被划分为多个较小的可变间隔,并且当较小的可变间隔被视为延迟模式时,延迟神经网络被建模为切换系统。然后,通过使用一些切换方法,导出较少保守的稳定标准,以确保延迟神经网络的稳定性。最后,提供一个示例以显示所获得的标准的有效性。

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