Abstract and Applied Analysis

Analysis of Nonlinear Dynamics of Neural Networks


Publishing date
25 Jan 2013
Status
Published
Submission deadline
07 Sep 2012

1Department of Electrical and Electronics Engineering, Isik University, Sile, 34980 Istanbul, Turkey

2Nonlinear Dynamics Group, Department of Electrical Engineering, Yeungnam University, Kyongsan 712-749, Republic of Korea

3Science Program, Texas A&M University at Qatar, P.O. Box 23874, Doha, Qatar

4Departamento de Matemática e Aplicações e CMAT, Escola de Ciências, Universidade do Minho, Campus de Gualtar, 4710-057 Braga, Portugal


Analysis of Nonlinear Dynamics of Neural Networks

Description

Dynamical neural networks proved to be an important tool to solve some practical engineering problems in the areas such as optimization, image and signal processing, control systems, associative memories, and pattern recognition. When employing neural networks to solve practical engineering problems, it is crucial to be able to completely characterize the dynamical properties of neural networks. There are many various classes of neural network models that can be described in the form of nonlinear systems. Therefore, neural networks may exhibit extremely different complex dynamical behaviors depending on the model and network parameters. Hence, the analysis of nonlinear dynamics of neural networks still possesses new challenges to researchers. We invite authors to submit original research and review articles focusing on the analysis of nonlinear dynamics of neural networks. Potential topics include, but are not limited to:

  • Analysis and modeling of biological neural networks
  • Mathematical and computational analysis
  • Convergence and stability analysis
  • Cognitive neurodynamics and complex systems
  • Attractors and associative memories
  • Fuzzy neural networks
  • Learning systems
  • Spiking neurons
  • Multiscale analysis

Before submission authors should carefully read over the journal's Author Guidelines, which are located at http://www.hindawi.com/journals/aaa/guidelines/. Prospective authors should submit an electronic copy of their complete manuscript through the journal Manuscript Tracking System at http://mts.hindawi.com/ according to the following timetable:


Articles

  • Special Issue
  • - Volume 2013
  • - Article ID 756437
  • - Editorial

Analysis of Nonlinear Dynamics of Neural Networks

Sabri Arik | Juhyun Park | ... | José J. Oliveira
  • Special Issue
  • - Volume 2013
  • - Article ID 645262
  • - Research Article

Exponential Stability and Periodicity of Fuzzy Delayed Reaction-Diffusion Cellular Neural Networks with Impulsive Effect

Guowei Yang | Yonggui Kao | Changhong Wang
  • Special Issue
  • - Volume 2013
  • - Article ID 814692
  • - Research Article

Robust Synchronization Criterion for Coupled Stochastic Discrete-Time Neural Networks with Interval Time-Varying Delays, Leakage Delay, and Parameter Uncertainties

M. J. Park | O. M. Kwon | ... | E. J. Cha
  • Special Issue
  • - Volume 2013
  • - Article ID 294892
  • - Research Article

Delay-Dependent Exponential Optimal Synchronization for Nonidentical Chaotic Systems via Neural-Network-Based Approach

Feng-Hsiag Hsiao
  • Special Issue
  • - Volume 2012
  • - Article ID 372324
  • - Research Article

Input-to-State Stability for Dynamical Neural Networks with Time-Varying Delays

Weisong Zhou | Zhichun Yang
  • Special Issue
  • - Volume 2012
  • - Article ID 482584
  • - Research Article

Global Stability of Almost Periodic Solution of a Class of Neutral-Type BAM Neural Networks

Tetie Pan | Bao Shi | Jian Yuan
  • Special Issue
  • - Volume 2012
  • - Article ID 603535
  • - Research Article

Stochastic Synchronization of Reaction-Diffusion Neural Networks under General Impulsive Controller with Mixed Delays

Xinsong Yang | Chuangxia Huang | Zhichun Yang
  • Special Issue
  • - Volume 2012
  • - Article ID 631932
  • - Research Article

Global Synchronization of Neutral-Type Stochastic Delayed Complex Networks

Ya Zhang | Bo Song | ... | Zheng-Guang Wu
  • Special Issue
  • - Volume 2012
  • - Article ID 109319
  • - Research Article

Global Convergence for Cohen-Grossberg Neural Networks with Discontinuous Activation Functions

Yanyan Wang | Jianping Zhou
  • Special Issue
  • - Volume 2012
  • - Article ID 306583
  • - Research Article

New LMI-Based Conditions on Neural Networks of Neutral Type with Discrete Interval Delays and General Activation Functions

Guoquan Liu | Shumin Zhou | He Huang
Abstract and Applied Analysis
 Journal metrics
Acceptance rate14%
Submission to final decision40 days
Acceptance to publication54 days
CiteScore1.300
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