Back to Search
Start Over
Fixed-Time Synchronization of Second-Order MNNs in Quaternion Field.
- Source :
- IEEE Transactions on Systems, Man & Cybernetics. Systems; Jun2021, Vol. 51 Issue 6, p3587-3598, 12p
- Publication Year :
- 2021
-
Abstract
- In this paper, we propose a novel class of networks named as quaternion-valued inertial memristor-based neural networks (QVIMNNs) by introducing inertial term and memristor into traditional quaternion-valued neural networks (QVNNs). The problem of fixed-time synchronization of the QVIMNNs is investigated based on the variable transformation and Lyapunov functional method. It is shown that two types of activation functions are considered and a novel criteria guaranteeing fixed-time synchronization for each cases are then achieved by designing different types of controllers. This paper attempts to pave a new way to investigate neural networks classes with numerical simulations support to demonstrate the correctness of the obtained results. [ABSTRACT FROM AUTHOR]
- Subjects :
- SYNCHRONIZATION
BIOLOGICAL neural networks
QUATERNIONS
Subjects
Details
- Language :
- English
- ISSN :
- 21682216
- Volume :
- 51
- Issue :
- 6
- Database :
- Complementary Index
- Journal :
- IEEE Transactions on Systems, Man & Cybernetics. Systems
- Publication Type :
- Academic Journal
- Accession number :
- 150448366
- Full Text :
- https://doi.org/10.1109/TSMC.2019.2931091