Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion

Constructing a new Lyapunov functional and employing inequality technique, the existence, uniqueness, and global exponential stability of the periodic oscillatory solution are investigated for a class of fuzzy bidirectional associative memory (BAM) neural networks with distributed delays and diffusi...

Full description

Saved in:
Bibliographic Details
Main Authors: Qianhong Zhang, Lihui Yang, Jingzhong Liu
Format: Article
Language:English
Published: Wiley 2012-01-01
Series:Journal of Applied Mathematics
Online Access:http://dx.doi.org/10.1155/2012/136048
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832550343748091904
author Qianhong Zhang
Lihui Yang
Jingzhong Liu
author_facet Qianhong Zhang
Lihui Yang
Jingzhong Liu
author_sort Qianhong Zhang
collection DOAJ
description Constructing a new Lyapunov functional and employing inequality technique, the existence, uniqueness, and global exponential stability of the periodic oscillatory solution are investigated for a class of fuzzy bidirectional associative memory (BAM) neural networks with distributed delays and diffusion. We obtained some sufficient conditions ensuring the existence, uniqueness, and global exponential stability of the periodic solution. The results remove the usual assumption that the activation functions are differentiable. An example is provided to show the effectiveness of our results.
format Article
id doaj-art-30836ece09c14a259f8509d86417e056
institution Kabale University
issn 1110-757X
1687-0042
language English
publishDate 2012-01-01
publisher Wiley
record_format Article
series Journal of Applied Mathematics
spelling doaj-art-30836ece09c14a259f8509d86417e0562025-02-03T06:06:56ZengWileyJournal of Applied Mathematics1110-757X1687-00422012-01-01201210.1155/2012/136048136048Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and DiffusionQianhong Zhang0Lihui Yang1Jingzhong Liu2Guizhou Key Laboratory of Economics System Simulation, School of Mathematics and Statistics, Guizhou College of Finance and Economics, Guiyang, Guizhou 550004, ChinaDepartment of Mathematics, Hunan City University, Yiyang, Hunan 413000, ChinaDepartment of Computer and Information Science, Hunan Institute of Technology, Hengyang, Hunan 421002, ChinaConstructing a new Lyapunov functional and employing inequality technique, the existence, uniqueness, and global exponential stability of the periodic oscillatory solution are investigated for a class of fuzzy bidirectional associative memory (BAM) neural networks with distributed delays and diffusion. We obtained some sufficient conditions ensuring the existence, uniqueness, and global exponential stability of the periodic solution. The results remove the usual assumption that the activation functions are differentiable. An example is provided to show the effectiveness of our results.http://dx.doi.org/10.1155/2012/136048
spellingShingle Qianhong Zhang
Lihui Yang
Jingzhong Liu
Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
Journal of Applied Mathematics
title Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
title_full Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
title_fullStr Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
title_full_unstemmed Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
title_short Dynamics of Fuzzy BAM Neural Networks with Distributed Delays and Diffusion
title_sort dynamics of fuzzy bam neural networks with distributed delays and diffusion
url http://dx.doi.org/10.1155/2012/136048
work_keys_str_mv AT qianhongzhang dynamicsoffuzzybamneuralnetworkswithdistributeddelaysanddiffusion
AT lihuiyang dynamicsoffuzzybamneuralnetworkswithdistributeddelaysanddiffusion
AT jingzhongliu dynamicsoffuzzybamneuralnetworkswithdistributeddelaysanddiffusion