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A Switching Approach to Designing Finite-Time Synchronization Controllers of Coupled Neural Networks

机译:耦合神经网络有限时间同步控制器的一种切换方法

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This paper is concerned with the finite-time synchronization issue of nonlinear coupled neural networks by designing a new switching pinning controller. For the fixed network topology and control strength, the newly designed controller could optimize the synchronization time by regulating a parameter (). The control law presented in this paper covers both continuous controllers and discontinuous ones, which were studied separately in the past. Some criteria are discussed in detail on how to shorten the synchronization time for the strongly connected networks. Finally, the results are generalized to any network topologies containing a directed spanning tree, and one numerical example is given to demonstrate the effectiveness of the theoretical results.
机译:通过设计一种新型的开关固定控制器,研究了非线性耦合神经网络的有限时间同步问题。对于固定的网络拓扑和控制强度,新设计的控制器可以通过调节参数()来优化同步时间。本文提出的控制律既包括连续控制器又包括不连续控制器,它们在过去分别进行了研究。详细讨论了一些准则,有关如何缩短强连接网络的同步时间。最后,将结果推广到包含有向生成树的任何网络拓扑,并给出一个数值示例来证明理论结果的有效性。

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