Literature DB >> 36237412

Effects of double delays on bifurcation for a fractional-order neural network.

Lingzhi Zhao1, Chengdai Huang2, Jinde Cao3.   

Abstract

Neural network bifurcation is an important nonlinear dynamic behavior of neural network, which plays an important role in cognitive calculation. The effects of leakage delay or communication delay on the stability and bifurcation of a fractional-order neural network (FONN) are researched. By viewing leakage delay or communication delay as the bifurcation parameters to detect the bifurcations conditions of the developed FONN, respectively, we capture the bifurcation points with regard to leakage delay or communication delay. It alleges that FONN exhibits excellent stability performance with choosing smaller values of them, and Hopf bifurcations emerge of FONN and induce poor performance if selecting a larger ones. In the end, numerical examples are employed to evaluate the feasibleness of the analytical discoveries.
© The Author(s), under exclusive licence to Springer Nature B.V. 2021.

Entities:  

Keywords:  Communication delay; Fractional-order neural networks; Hopf bifurcation; Leakage delay

Year:  2022        PMID: 36237412      PMCID: PMC9508308          DOI: 10.1007/s11571-021-09762-2

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   3.473


  7 in total

1.  Novel bifurcation results for a delayed fractional-order quaternion-valued neural network.

Authors:  Chengdai Huang; Xiaobing Nie; Xuan Zhao; Qiankun Song; Zhengwen Tu; Min Xiao; Jinde Cao
Journal:  Neural Netw       Date:  2019-05-13

2.  Bifurcations in a fractional-order BAM neural network with four different delays.

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Journal:  Neural Netw       Date:  2021-04-18

3.  Multistability and associative memory of neural networks with Morita-like activation functions.

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Journal:  Neural Netw       Date:  2021-04-30

4.  Impact of leakage delay on bifurcation in high-order fractional BAM neural networks.

Authors:  Chengdai Huang; Jinde Cao
Journal:  Neural Netw       Date:  2017-12-06

5.  Dynamic analysis of a fractional-order delayed model for hepatitis B virus with CTL immune response.

Authors:  Ruiqing Shi; Ting Lu; Cuihong Wang
Journal:  Virus Res       Date:  2019-12-27       Impact factor: 3.303

6.  Chaos in fractional-order discrete neural networks with application to image encryption.

Authors:  Liping Chen; Hao Yin; Tingwen Huang; Liguo Yuan; Song Zheng; Lisheng Yin
Journal:  Neural Netw       Date:  2020-02-22

7.  Fractional differentiation by neocortical pyramidal neurons.

Authors:  Brian N Lundstrom; Matthew H Higgs; William J Spain; Adrienne L Fairhall
Journal:  Nat Neurosci       Date:  2008-10-19       Impact factor: 24.884

  7 in total

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