Literature DB >> 29306800

Multistability and multiperiodicity in impulsive hybrid quaternion-valued neural networks with mixed delays.

Călin-Adrian Popa1, Eva Kaslik2.   

Abstract

The existence of multiple exponentially stable equilibrium states and periodic solutions is investigated for Hopfield-type quaternion-valued neural networks (QVNNs) with impulsive effects and both time-dependent and distributed delays. Employing Brouwer's and Leray-Schauder's fixed point theorems, suitable Lyapunov functionals and impulsive control theory, sufficient conditions are given for the existence of 16n attractors, showing a substantial improvement in storage capacity, compared to real-valued or complex-valued neural networks. The obtained criteria are formulated in terms of many adjustable parameters and are easily verifiable, providing flexibility for the analysis and design of impulsive delayed QVNNs. Numerical examples are also given with the aim of illustrating the theoretical results.
Copyright © 2017 Elsevier Ltd. All rights reserved.

Keywords:  Distributed delays; Impulses; Multiperiodicity; Multistability; Periodic solutions; Quaternion-valued neural networks

Mesh:

Year:  2017        PMID: 29306800     DOI: 10.1016/j.neunet.2017.12.006

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


  1 in total

1.  Almost periodic synchronization of quaternion-valued shunting inhibitory cellular neural networks with mixed delays via state-feedback control.

Authors:  Yongkun Li; Huimei Wang
Journal:  PLoS One       Date:  2018-06-07       Impact factor: 3.240

  1 in total

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