Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay

The stability problem is investigated for a class of uncertain networks of neutral type with leakage, time-varying discrete, and distributed delays. Both the parameter uncertainty and the generalized activation functions are considered in this paper. New stability results are achieved by constructin...

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Main Authors: Qi Zhou, Xueying Shao, Jin Zhu, Hamid Reza Karimi
Format: Article
Language:English
Published: Wiley 2013-01-01
Series:Abstract and Applied Analysis
Online Access:http://dx.doi.org/10.1155/2013/517604
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author Qi Zhou
Xueying Shao
Jin Zhu
Hamid Reza Karimi
author_facet Qi Zhou
Xueying Shao
Jin Zhu
Hamid Reza Karimi
author_sort Qi Zhou
collection DOAJ
description The stability problem is investigated for a class of uncertain networks of neutral type with leakage, time-varying discrete, and distributed delays. Both the parameter uncertainty and the generalized activation functions are considered in this paper. New stability results are achieved by constructing an appropriate Lyapunov-Krasovskii functional and employing the free weighting matrices and the linear matrix inequality (LMI) method. Some numerical examples are given to show the effectiveness and less conservatism of the proposed results.
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institution Kabale University
issn 1085-3375
1687-0409
language English
publishDate 2013-01-01
publisher Wiley
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series Abstract and Applied Analysis
spelling doaj-art-561a4095e0b8428fa70fcaf6d30011792025-02-03T05:51:44ZengWileyAbstract and Applied Analysis1085-33751687-04092013-01-01201310.1155/2013/517604517604Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed DelayQi Zhou0Xueying Shao1Jin Zhu2Hamid Reza Karimi3College of Information Science and Technology, Bohai University, Jinzhou, Liaoning 121013, ChinaSchool of Mathematics and Physics, Bohai University, Jinzhou, Liaoning 121013, ChinaSchool of Mathematics and Physics, Bohai University, Jinzhou, Liaoning 121013, ChinaDepartment of Engineering, Faculty of Engineering and Science, University of Agder, N-4898 Grimstad, NorwayThe stability problem is investigated for a class of uncertain networks of neutral type with leakage, time-varying discrete, and distributed delays. Both the parameter uncertainty and the generalized activation functions are considered in this paper. New stability results are achieved by constructing an appropriate Lyapunov-Krasovskii functional and employing the free weighting matrices and the linear matrix inequality (LMI) method. Some numerical examples are given to show the effectiveness and less conservatism of the proposed results.http://dx.doi.org/10.1155/2013/517604
spellingShingle Qi Zhou
Xueying Shao
Jin Zhu
Hamid Reza Karimi
Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
Abstract and Applied Analysis
title Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
title_full Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
title_fullStr Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
title_full_unstemmed Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
title_short Stability Analysis for Uncertain Neural Networks of Neutral Type with Time-Varying Delay in the Leakage Term and Distributed Delay
title_sort stability analysis for uncertain neural networks of neutral type with time varying delay in the leakage term and distributed delay
url http://dx.doi.org/10.1155/2013/517604
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AT xueyingshao stabilityanalysisforuncertainneuralnetworksofneutraltypewithtimevaryingdelayintheleakagetermanddistributeddelay
AT jinzhu stabilityanalysisforuncertainneuralnetworksofneutraltypewithtimevaryingdelayintheleakagetermanddistributeddelay
AT hamidrezakarimi stabilityanalysisforuncertainneuralnetworksofneutraltypewithtimevaryingdelayintheleakagetermanddistributeddelay