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Nonuniform behavior and stability of Hopfield neural networks with delay

Authors :
Bento, António J. G.
Oliveira, José J.
Silva, César M.
Publication Year :
2015

Abstract

We obtain a result on the behavior of the solutions of a general nonautonomous Hopfield neural network model with delay, assuming some general bound for the product of consecutive terms in the sequence of neuron charging times and some conditions to control the nonlinear part of the equations. We then apply this result to improve some existent results on the stability of Hopfield models. Our results are based on a new abstract result on the behavior of nonautonomous delayed equations.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1504.04318
Document Type :
Working Paper