Literature DB >> 23037770

Dynamic behaviors of memristor-based recurrent neural networks with time-varying delays.

Ailong Wu1, Zhigang Zeng.   

Abstract

The paper introduces a general class of memristor-based recurrent neural networks with time-varying delays. Conditions on the nondivergence and global attractivity are established by using local inhibition, respectively. Moreover, exponential convergence of the networks is studied by using local invariant sets. The analysis in the paper employs results from the theory of differential equations with discontinuous right-hand sides as introduced by Filippov. The obtained results extend some previous works on conventional recurrent neural networks. Crown
Copyright © 2012. Published by Elsevier Ltd. All rights reserved.

Mesh:

Year:  2012        PMID: 23037770     DOI: 10.1016/j.neunet.2012.08.009

Source DB:  PubMed          Journal:  Neural Netw        ISSN: 0893-6080


  6 in total

1.  Stability of delayed memristive neural networks with time-varying impulses.

Authors:  Jiangtao Qi; Chuandong Li; Tingwen Huang
Journal:  Cogn Neurodyn       Date:  2014-03-27       Impact factor: 5.082

2.  Exponential synchronization of memristive Cohen-Grossberg neural networks with mixed delays.

Authors:  Xinsong Yang; Jinde Cao; Wenwu Yu
Journal:  Cogn Neurodyn       Date:  2014-01-04       Impact factor: 5.082

3.  Global [Formula: see text] stabilization of fractional-order memristive neural networks with time delays.

Authors:  Ling Liu; Ailong Wu; Xingguo Song
Journal:  Springerplus       Date:  2016-07-09

4.  Stability analysis of memristor-based fractional-order neural networks with different memductance functions.

Authors:  R Rakkiyappan; G Velmurugan; Jinde Cao
Journal:  Cogn Neurodyn       Date:  2014-10-09       Impact factor: 5.082

5.  Finite time synchronization of memristor-based Cohen-Grossberg neural networks with mixed delays.

Authors:  Chuan Chen; Lixiang Li; Haipeng Peng; Yixian Yang
Journal:  PLoS One       Date:  2017-09-20       Impact factor: 3.240

6.  The stability of memristive multidirectional associative memory neural networks with time-varying delays in the leakage terms via sampled-data control.

Authors:  Weiping Wang; Xin Yu; Xiong Luo; Long Wang; Lixiang Li; Jürgen Kurths; Wenbing Zhao; Jiuhong Xiao
Journal:  PLoS One       Date:  2018-09-24       Impact factor: 3.240

  6 in total

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