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On Variable-Order Fractional Discrete Neural Networks: Existence, Uniqueness and Stability

Authors :
Othman Abdullah Almatroud
Amel Hioual
Adel Ouannas
Mohammed Mossa Sawalha
Saleh Alshammari
Mohammad Alshammari
Source :
Fractal and Fractional, Vol 7, Iss 2, p 118 (2023)
Publication Year :
2023
Publisher :
MDPI AG, 2023.

Abstract

Given the recent advances regarding the studies of discrete fractional calculus, and the fact that the dynamics of discrete-time neural networks in fractional variable-order cases have not been sufficiently documented, herein, we consider a novel class of discrete-time fractional-order neural networks using discrete nabla operator of variable-order. An adequate criterion for the existence of the solution in addition to its uniqueness for such systems is provided with the use of Banach fixed point technique. Moreover, the uniform stability is investigated. We provide at the end two numerical simulations illustrating the relevance of the aforementioned results.

Details

Language :
English
ISSN :
25043110
Volume :
7
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Fractal and Fractional
Publication Type :
Academic Journal
Accession number :
edsdoj.32e8b88405a429cbeafc624a0fee0a3
Document Type :
article
Full Text :
https://doi.org/10.3390/fractalfract7020118