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Mittag-Leffler synchronization of delayed fractional-order bidirectional associative memory neural networks with discontinuous activations: state feedback control and impulsive control schemes

机译:具有不连续激活的延迟分数阶双向联想记忆神经网络的Mittag-Leffler同步:状态反馈控制和脉冲控制方案

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摘要

This paper is concerned with the drive–response synchronization for a class of fractional-order bidirectional associative memory neural networks with time delays, as well as in the presence of discontinuous activation functions. The global existence of solution under the framework of Filippov for such networks is firstly obtained based on the fixed-point theorem for condensing map. Then the state feedback and impulsive controllers are, respectively, designed to ensure the Mittag-Leffler synchronization of these neural networks and two new synchronization criteria are obtained, which are expressed in terms of a fractional comparison principle and Razumikhin techniques. Numerical simulations are presented to validate the proposed methodologies.
机译:本文涉及一类具有时间延迟以及存在不连续激活函数的分数阶双向联想记忆神经网络的驱动响应同步。首先在Filippov框架下基于凝聚图的不动点定理获得了解的全局存在性。然后分别设计状态反馈和脉冲控制器,以确保这些神经网络的Mittag-Leffler同步,并获得了两个新的同步标准,分别用分数比较原理和Razumikhin技术表示。数值模拟被提出来验证所提出的方法。

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