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Stability analysis of quaternion‐valued Cohen‐Grossberg neural networks.

Authors :
Li, Ruoxia
Gao, Xingbao
Cao, Jinde
Zhang, Kai
Source :
Mathematical Methods in the Applied Sciences; Jul2019, Vol. 42 Issue 10, p3721-3738, 18p
Publication Year :
2019

Abstract

In this paper, by starting from basic quaternion algebra properties and algorithms, a quaternion‐valued Cohen‐Grossberg neural network was derived, subsequently, several new sufficient conditions are derived to ensure existence and global asymptotic stability (GAS) and global exponential stability (GES) of the equilibrium point (EP) for quaternion‐valued Cohen‐Grossberg neural networks. The obtained criteria can be checked easily in practice and have a distinguished feature from previous studies. Finally, we have numerical evidences that the mathematical system and the conclusions presented are validated. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01704214
Volume :
42
Issue :
10
Database :
Complementary Index
Journal :
Mathematical Methods in the Applied Sciences
Publication Type :
Academic Journal
Accession number :
136785164
Full Text :
https://doi.org/10.1002/mma.5607