无向和有向耦合神经网络的输出耦合的有限时间输出同步。
Finite-Time Output Synchronization of Undirected and Directed Coupled Neural Networks With Output Coupling.
出版信息
IEEE Trans Neural Netw Learn Syst. 2021 May;32(5):2117-2128. doi: 10.1109/TNNLS.2020.2997195. Epub 2021 May 3.
This article focuses on the finite-time output synchronization problem for undirected and directed coupled neural networks with output coupling (CNNOC). Based on the designed state feedback controllers and some inequality techniques, we present several finite-time output synchronization criteria for these network models. In addition, two kinds of coupling-weight adjustment strategies are also developed to guarantee the finite-time output synchronization of undirected and directed CNNOC. Finally, two numerical examples are also provided to demonstrate the effectiveness of the theoretical results.
本文针对无向和有向耦合神经网络的输出同步问题（CNNOC），研究了有限时间输出同步问题。基于设计的状态反馈控制器和一些不等式技术，提出了两种耦合权值调整策略，为这些网络模型提出了几个有限时间输出同步判据。最后，通过两个数值例子验证了理论结果的有效性。
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