基于部分状态的延迟细胞神经网络脉冲镇定

Xiaomei Lu, Wu‐Hua Chen, Xuanfang Yang
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引用次数: 0

摘要

讨论了延迟细胞神经网络(DCNNs)的部分状态脉冲镇定问题。允许时间延迟随时间变化。利用DCNNs激活函数的分段线性特性,采用分段微分Lyapunov结合razumikhin型分析技术,得到了通过部分状态的脉冲控制律存在的充分条件。用关于互连矩阵的线性矩阵不等式和脉冲区间的界给出了该方法的充分条件。利用这一结果,提出了一类DCNNs的脉冲镇定方案。脉冲镇定方案仅利用被控DCNN的部分状态输出。数值算例说明了该方法的有效性。
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Impulsive Stabilization of Delayed Cellular Neural Networks via Partial States
The problem of impulsive stabilization of delayed cellular neural networks (DCNNs) via partial states is discussed. The time delay is allowed to be time-varying. By utilizing the piecewise linear property of the activation function of DCNNs and applying piecewise differential Lyapunov combined with Razumikhin-type analysis techniques, a sufficient condition for the existence of the impulsive control law via partial states is derived. The sufficient condition is given in terms of linear matrix inequalities concerning the interconnection matrices and the bounds of the impulsive intervals. By using this result, an impulsive stabilization scheme for a class of DCNNs is proposed. The impulsive stabilization scheme only utilizes the output of partial states of the controlled DCNN. A numerical example illustrates the efficiency of the proposed method.
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来源期刊
电子科技大学学报
电子科技大学学报 Engineering-Electrical and Electronic Engineering
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1.40
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7228
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