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Global quasi-synchronization and global anti-synchronization of delayed neural networks with discontinuous activations via non-fragile control strategy

机译:具有非脆弱控制策略的具有不连续激活的延迟神经网络的全局拟同步和全局反同步

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This paper deals with the global quasi-synchronization and global anti-synchronization issue of delayed neural networks with discontinuous activations (DNNDA) by means of the non-fragile control strategy. In this paper, a class of DNNDA model is presented. Furthermore, applying the Lyapunov-Krasovskii function with matrix measure, the sufficient conditions are put forward to ensure that such DNNDA drive system and DNNDA response system are global quasi-synchronized. In addition, based on a novel Lure-Postnikov Lyapunov function, differential inclusion theory and inequality analysis technique, the sufficient conditions to achieve the global anti-synchronization of the DNNDA drive system and DNNDA response system are proposed in term of the Linear matrix inequalities (LMIs). Finally, two typical numerical simulations are provided to show the effectiveness of the obtained results. (C) 2019 Elsevier B.V. All rights reserved.
机译:本文通过非脆弱控制策略研究了具有不连续激活的延迟神经网络的全局拟同步和全局反同步问题。本文提出了一类DNNDA模型。此外,将Lyapunov-Krasovskii函数与矩阵测度一起应用,提出了充分的条件以确保此类DNNDA驱动系统和DNNDA响应系统是全局准同步的。此外,基于新颖的Lure-Postnikov Lyapunov函数,微分包含理论和不等式分析技术,就线性矩阵不等式(D)提出了DNNDA驱动系统和DNNDA响应系统的全局反同步的充分条件( LMI)。最后,提供了两个典型的数值模拟来说明所获得结果的有效性。 (C)2019 Elsevier B.V.保留所有权利。

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