Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation

A class of stochastic cellular neural networks with external perturbation is investigated. By employing fixed points principle and some stochastic analysis techniques, we establish some sufficient conditions for existence and exponential stability of a quadratic mean almost periodic solution of the...

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Main Authors: Hui Zhou, Zongfu Zhou, Wei Jiang
Format: Article
Language:English
Published: Wiley 2014-01-01
Series:Abstract and Applied Analysis
Online Access:http://dx.doi.org/10.1155/2014/905415
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author Hui Zhou
Zongfu Zhou
Wei Jiang
author_facet Hui Zhou
Zongfu Zhou
Wei Jiang
author_sort Hui Zhou
collection DOAJ
description A class of stochastic cellular neural networks with external perturbation is investigated. By employing fixed points principle and some stochastic analysis techniques, we establish some sufficient conditions for existence and exponential stability of a quadratic mean almost periodic solution of the model. The new criteria not only improve some classical results but also are applied in real problems due to the changes of external input.
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institution Kabale University
issn 1085-3375
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language English
publishDate 2014-01-01
publisher Wiley
record_format Article
series Abstract and Applied Analysis
spelling doaj-art-51ebb0f7d4f843ff9ea01672fdb424042025-02-03T01:30:35ZengWileyAbstract and Applied Analysis1085-33751687-04092014-01-01201410.1155/2014/905415905415Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External PerturbationHui Zhou0Zongfu Zhou1Wei Jiang2School of Mathematics and Statistics, Hefei Normal University, Hefei 230601, ChinaSchool of Mathematical Science, Anhui University, Hefei 230039, ChinaSchool of Mathematical Science, Anhui University, Hefei 230039, ChinaA class of stochastic cellular neural networks with external perturbation is investigated. By employing fixed points principle and some stochastic analysis techniques, we establish some sufficient conditions for existence and exponential stability of a quadratic mean almost periodic solution of the model. The new criteria not only improve some classical results but also are applied in real problems due to the changes of external input.http://dx.doi.org/10.1155/2014/905415
spellingShingle Hui Zhou
Zongfu Zhou
Wei Jiang
Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
Abstract and Applied Analysis
title Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
title_full Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
title_fullStr Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
title_full_unstemmed Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
title_short Existence and Stability of Almost Periodic Solution for a Stochastic Cellular Neural Network with External Perturbation
title_sort existence and stability of almost periodic solution for a stochastic cellular neural network with external perturbation
url http://dx.doi.org/10.1155/2014/905415
work_keys_str_mv AT huizhou existenceandstabilityofalmostperiodicsolutionforastochasticcellularneuralnetworkwithexternalperturbation
AT zongfuzhou existenceandstabilityofalmostperiodicsolutionforastochasticcellularneuralnetworkwithexternalperturbation
AT weijiang existenceandstabilityofalmostperiodicsolutionforastochasticcellularneuralnetworkwithexternalperturbation