惯性神经网络的有限时间同步

Na Cui, Haijun Jiang, Cheng Hu, Abdujelil Abdurahman
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引用次数: 17

摘要

研究了惯性神经网络的有限时间同步问题。首先,为了实现主从系统的同步,分别设计了连续控制器和不连续控制器。通过构造Lyapunov函数和利用不等式,给出了在有限时间内实现同步的有效准则。为了快速实现同步,提出了一种新的切换控制器,并估计了同步稳定时间的上界。最后,通过数值仿真验证了理论结果的正确性和所提方法的有效性。
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Finite-time synchronization of inertial neural networks

In this paper, the finite-time synchronization of inertial neural networks is investigated. First, to realize synchronization of the master–slave system, continuous and discontinuous controllers are designed, respectively. By constructing Lyapunov function and using inequalities, some effective criteria are provided to realize synchronization in finite time. Furthermore, in order to achieve synchronization with a fast speed, a new switching controller is presented, and the upper bounds of the settling time of synchronization are estimated. Finally, several numerical simulations are presented to demonstrate the validity of the theoretical results and the effectiveness of the proposed method.

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