Stability Analysis for Delayed Neural Networks via Some Switching Methods
Xu Li, Rui Wang, Bin Yang, Wei Wang · IEEE Transactions on Systems Man and Cybernetics Systems · 2018
In this paper, the stability problem of delayed neural networks is investigated by adopting some switching methods. First, the delay interval is divided into many smaller variable intervals, and when the smaller variable interval is regarded as a mode of the delay, delayed neural networks are modeled as switched systems. Then, by using some switching methods, less conservative stability criteria are derived to ensure the stability of delayed neural networks. Finally, one example is provided to show the effectiveness of the obtained criteria.