Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays
By improving a previously introduced Lyapunov functional,this paper addressed the stability issue about neutral-type Cohen-Grossberg neural networks with multiple time-varying delays in the states of neurons and the time derivative of states of neurons, a sufficient condition for global asymptotic s...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2022-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9851448/ |
_version_ | 1798039920847093760 |
---|---|
author | Binbin Gan Biao Xu Hao Chen |
author_facet | Binbin Gan Biao Xu Hao Chen |
author_sort | Binbin Gan |
collection | DOAJ |
description | By improving a previously introduced Lyapunov functional,this paper addressed the stability issue about neutral-type Cohen-Grossberg neural networks with multiple time-varying delays in the states of neurons and the time derivative of states of neurons, a sufficient condition for global asymptotic stability is obtained. Since the Cohen-Grossberg neural networks considered in this paper is more general than those in the former literature, the obtained result developed stability condition of Cohen-Grossberg neural networks. At the end of the paper, two examples are employed to demonstrate the validity and superiority of the conclusion. |
first_indexed | 2024-04-11T22:00:21Z |
format | Article |
id | doaj.art-5eeef35c393344ffb52514c47df7e80d |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-04-11T22:00:21Z |
publishDate | 2022-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
spelling | doaj.art-5eeef35c393344ffb52514c47df7e80d2022-12-22T04:00:57ZengIEEEIEEE Access2169-35362022-01-0110834638347110.1109/ACCESS.2022.31967729851448Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying DelaysBinbin Gan0https://orcid.org/0000-0002-2250-1143Biao Xu1https://orcid.org/0000-0003-0762-0694Hao Chen2https://orcid.org/0000-0001-8508-5178School of Mathematics Science, Huaibei Normal University, Huaibei, ChinaSchool of Mathematics Science, Huaibei Normal University, Huaibei, ChinaSchool of Mathematics Science, Huaibei Normal University, Huaibei, ChinaBy improving a previously introduced Lyapunov functional,this paper addressed the stability issue about neutral-type Cohen-Grossberg neural networks with multiple time-varying delays in the states of neurons and the time derivative of states of neurons, a sufficient condition for global asymptotic stability is obtained. Since the Cohen-Grossberg neural networks considered in this paper is more general than those in the former literature, the obtained result developed stability condition of Cohen-Grossberg neural networks. At the end of the paper, two examples are employed to demonstrate the validity and superiority of the conclusion.https://ieeexplore.ieee.org/document/9851448/Global asymptotic stabilityLyapunov functioalneutral-type Cohen-Grossberg neural networkstime-varying delays |
spellingShingle | Binbin Gan Biao Xu Hao Chen Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays IEEE Access Global asymptotic stability Lyapunov functioal neutral-type Cohen-Grossberg neural networks time-varying delays |
title | Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays |
title_full | Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays |
title_fullStr | Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays |
title_full_unstemmed | Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays |
title_short | Stability Analysis of Cohen-Grossberg Neural Networks With Multiple Time-Varying Delays |
title_sort | stability analysis of cohen grossberg neural networks with multiple time varying delays |
topic | Global asymptotic stability Lyapunov functioal neutral-type Cohen-Grossberg neural networks time-varying delays |
url | https://ieeexplore.ieee.org/document/9851448/ |
work_keys_str_mv | AT binbingan stabilityanalysisofcohengrossbergneuralnetworkswithmultipletimevaryingdelays AT biaoxu stabilityanalysisofcohengrossbergneuralnetworkswithmultipletimevaryingdelays AT haochen stabilityanalysisofcohengrossbergneuralnetworkswithmultipletimevaryingdelays |