Computational simulations and uniform stability of fractional order neural networks under perturbed system setup

This study addresses the existence and uniform stability of solutions for a class of Caputo-type fractional-order bidirectional associative memory (BAM) neural networks incorporating leakage delay in the view of perturbed system setup. A few numerical examples with delay and fractional parameters demonstrates the consistency of the theoretical results.

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Publication Details

Journal
Scientific Reports
Published
2026-05-09
DOI
https://doi.org/10.1038/s41598-026-51847-7
Primary Topic
Neural Networks Stability and Synchronization
Type
article
Field-Weighted Citation Impact
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article

Computational simulations and uniform stability of fractional order neural networks under perturbed system setup

Amer Hassan Albargi, Sumati Kumari Panda, Jamshaid Ahmad, Kalla Kumara Swamy
Scientific Reports
Neural Networks Stability and Synchronization
article

Computational simulations and uniform stability of fractional order neural networks under perturbed system setup

Amer Hassan Albargi, Sumati Kumari Panda, Jamshaid Ahmad, Kalla Kumara Swamy
article en

Abstract

This study addresses the existence and uniform stability of solutions for a class of Caputo-type fractional-order bidirectional associative memory (BAM) neural networks incorporating leakage delay in the view of perturbed system setup. A few numerical examples with delay and fractional parameters demonstrates the consistency of the theoretical results.

Scientific Reports
King Abdulaziz University (SA), Sefako Makgatho Health Sciences University (ZA), University of Jeddah (SA), GITAM University (IN)
Openalex Percentile: Top 4%
Neural Networks Stability and Synchronization
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