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

Complexity

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

Philosophy

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