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Synchronization of delayed neural networks with hybrid coupling via partial mixed pinning impulsive control

机译:通过部分混合钉脉冲控制与混合耦合的延迟神经网络同步

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This paper investigates the synchronization problem of a class of general hybrid coupling delayed neural networks with internal delay as well as coupling delay. A general hybrid coupling term involving current-state coupling, discrete-delay coupling and distributed delay coupling is considered. The partial mixed pinning impulsive control is proposed for achieving synchronization, which is combined with the advantage of pinning impulsive control and two impulsive effects simultaneously (i.e. synchronization and desynchronization). In order to handle the difficulties of multi-time delays, some generalized differential inequalities about time-varying delays are established. By using Lyapunov functional method and applying a mixed pinning impulsive control scheme, some sufficient conditions are derived to guarantee global synchronization of the neural networks. Moreover, our results can cover and extend the previous related works. Finally, numerical examples are also given to illustrate the efficiency of our methods and the theoretical results. (C) 2017 Elsevier Inc. All rights reserved.
机译:本文研究了内部延迟和耦合延迟的一类通用混合耦合延迟神经网络的同步问题。考虑涉及电流状态耦合,离散延迟耦合和分布式延迟耦合的一般混合耦合项。提出了用于实现同步的部分混合钉捕脉冲控制,其与同时捕获脉冲控制和两个脉冲效果的优点相结合(即同步和去同步)。为了处理多次延迟的困难,建立了一些关于时变延迟的一般差分不等式。通过使用Lyapunov功能方法并应用混合钉捕脉冲控制方案,导出了一些足够的条件以保证神经网络的全局同步。此外,我们的结果可以涵盖并扩展之前的相关工程。最后,还给出了数值例子来说明我们的方法和理论结果的效率。 (c)2017年Elsevier Inc.保留所有权利。

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