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Delayed Feedback Controller based Finite Time Synchronization of Discontinuous Neural Networks with Mixed Time-Varying Delays

机译:基于时滞反馈控制器的时变不连续神经网络的有限时间同步

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摘要

This paper addresses finite-time synchronization of artificial neural networks with discrete and distributed time-varying delays as well as discontinuous neuron activation functions which may be unbounded or non-monotonic. Under the framework of Filippov solution, delay feedback controller is studied by constructing nonsmooth Lyapunov function and differential inclusions theory based on finite time convergence theorem. Several effective new criteria are derived. Moreover, the estimation of settling time is established. The obtained results ensure that the synchronization in finite time is achieved. Finally, simulation results are presented to demonstrate the analytical results.
机译:本文讨论了具有离散和分布式时变延迟以及可能是无界或非单调的不连续神经元激活函数的人工神经网络的有限时间同步。在Filippov解的框架下,通过基于有限时间收敛定理构造非光滑Lyapunov函数和微分包含理论,研究了延迟反馈控制器。得出了几个有效的新标准。此外,建立稳定时间的估计。获得的结果确保了在有限时间内实现同步。最后,通过仿真结果证明了分析结果。

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