Global Stability Analysis of Neural Networks with Constant Time Delay via Frobenius Norm
Joint Authors
Humphries, Usa
Thoiyab, N. Mohamed
Muruganantham, P.
Rajchakit, Grienggrai
Gunasekaran, Nallappan
Unyong, Bundit
Kaewmesri, Pramet
Lim, Chee Peng
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-12
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
This paper deals with the global asymptotic robust stability (GARS) of neural networks (NNs) with constant time delay via Frobenius norm.
The Frobenius norm result has been utilized to find a new sufficient condition for the existence, uniqueness, and GARS of equilibrium point of the NNs.
Some suitable Lyapunov functional and the slope bounded functions have been employed to find the new sufficient condition for GARS of NNs.
Finally, we give some comparative study of numerical examples for explaining the advantageous of the proposed result along with the existing GARS results in terms of network parameters.
American Psychological Association (APA)
Thoiyab, N. Mohamed& Muruganantham, P.& Rajchakit, Grienggrai& Gunasekaran, Nallappan& Unyong, Bundit& Humphries, Usa…[et al.]. 2020. Global Stability Analysis of Neural Networks with Constant Time Delay via Frobenius Norm. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1195136
Modern Language Association (MLA)
Thoiyab, N. Mohamed…[et al.]. Global Stability Analysis of Neural Networks with Constant Time Delay via Frobenius Norm. Mathematical Problems in Engineering No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1195136
American Medical Association (AMA)
Thoiyab, N. Mohamed& Muruganantham, P.& Rajchakit, Grienggrai& Gunasekaran, Nallappan& Unyong, Bundit& Humphries, Usa…[et al.]. Global Stability Analysis of Neural Networks with Constant Time Delay via Frobenius Norm. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1195136
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1195136