Title
Finite-time synchronization of quaternion-valued neural networks with delays: A switching control method without decomposition
Abstract
For a class of quaternion-valued neural networks (QVNNs) with discrete and distributed time delays, its finite-time synchronization (FTSYN) is addressed in this paper. Instead of decomposition, a direct analytical method named two-step analysis is proposed. That method can always be used to study FTSYN, under either 1-norm or 2-norm of quaternion. Compared with the decomposing method, the two-step method is also suitable for models that are not easily decomposed. Furthermore, a switching controller based on the two-step method is proposed. In addition, two criteria are given to realize the FTSYN of QVNNs. At last, three numerical examples illustrate the feasibility, effectiveness and practicability of our method.
Year
DOI
Venue
2022
10.1016/j.neunet.2021.12.012
Neural Networks
Keywords
DocType
Volume
Finite-time synchronization,Quaternion-valued neural networks,Time delays,Switching control method without decomposition
Journal
148
Issue
ISSN
Citations 
1
0893-6080
0
PageRank 
References 
Authors
0.34
0
5
Name
Order
Citations
PageRank
Tao Peng100.68
Jie Zhong217114.53
Zhengwen Tu322012.78
Jianquan Lu42337116.05
jungang lou518417.24