Finite-Time Stabilization and Destabilization Analysis of Quaternion-Valued Neural Networks with Discrete Delays
Joint Authors
Peng, Tao
Tu, Zhengwen
Duan, Huiling
Qiu, Jianlong
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-07
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
In this paper, the finite-time stabilization and destabilization of a class of quaternion-valued neural networks (QVNNs) with discrete delays are investigated.
In order to surmount the difficulty of noncommutativity of quaternion, a new vector matrix differential equation (VMDE) is proposed by employing decomposition method.
And then, a nonlinear controller is designed to stabilize the VMDE in a finite-time interval.
Furthermore, under that controller, the finite-time stability and instability of the QVNNs are analyzed via Lyapunov function approach, and two criteria are derived, respectively; furthermore, the settling time is also estimated.
At last, by two illustrative examples we verify the correctness of the conclusions.
American Psychological Association (APA)
Duan, Huiling& Peng, Tao& Tu, Zhengwen& Qiu, Jianlong. 2020. Finite-Time Stabilization and Destabilization Analysis of Quaternion-Valued Neural Networks with Discrete Delays. Complexity،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1144375
Modern Language Association (MLA)
Duan, Huiling…[et al.]. Finite-Time Stabilization and Destabilization Analysis of Quaternion-Valued Neural Networks with Discrete Delays. Complexity No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1144375
American Medical Association (AMA)
Duan, Huiling& Peng, Tao& Tu, Zhengwen& Qiu, Jianlong. Finite-Time Stabilization and Destabilization Analysis of Quaternion-Valued Neural Networks with Discrete Delays. Complexity. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1144375
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1144375