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Finite-Time Output Synchronization of Undirected and Directed Coupled Neural Networks With Output Coupling.
IEEE Transactions on Neural Networks and Learning Systems ( IF 10.4 ) Pub Date : 2021-05-03 , DOI: 10.1109/tnnls.2020.2997195 Qing Wang , Jin-Liang Wang
IEEE Transactions on Neural Networks and Learning Systems ( IF 10.4 ) Pub Date : 2021-05-03 , DOI: 10.1109/tnnls.2020.2997195 Qing Wang , Jin-Liang Wang
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.
中文翻译:
具有输出耦合的无向和有向耦合神经网络的有限时间输出同步。
本文重点讨论具有输出耦合的无向和有向耦合神经网络 (CNNOC) 的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,我们提出了这些网络模型的几个有限时间输出同步标准。此外,还开发了两种耦合权重调整策略来保证无向和有向CNNOC的有限时间输出同步。最后,还提供了两个数值例子来证明理论结果的有效性。
更新日期:2020-06-17
中文翻译:
具有输出耦合的无向和有向耦合神经网络的有限时间输出同步。
本文重点讨论具有输出耦合的无向和有向耦合神经网络 (CNNOC) 的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,我们提出了这些网络模型的几个有限时间输出同步标准。此外,还开发了两种耦合权重调整策略来保证无向和有向CNNOC的有限时间输出同步。最后,还提供了两个数值例子来证明理论结果的有效性。