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

Authors :
Almatroud, Othman Abdullah
Hioual, Amel
Ouannas, Adel
Sawalha, Mohammed Mossa
Alshammari, Saleh
Alshammari, Mohammad
Source :
Fractal & Fractional. Feb2023, Vol. 7 Issue 2, p118. 11p.
Publication Year :
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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
25043110
Volume :
7
Issue :
2
Database :
Academic Search Index
Journal :
Fractal & Fractional
Publication Type :
Academic Journal
Accession number :
162115764
Full Text :
https://doi.org/10.3390/fractalfract7020118