Articles with "stochastic hopfield" as a keyword



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Stability Analysis in a Class of Markov Switched Stochastic Hopfield Neural Networks

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Published in 2018 at "Neural Processing Letters"

DOI: 10.1007/s11063-018-9912-7

Abstract: Recently, a new class of stochastic systems induced by linear discrete time noises was proposed and studied. Up to now, the existing literatures mainly investigated the exponential stability of such stochastic systems under the global… read more here.

Keywords: markov switched; class; stochastic hopfield; stability ... See more keywords
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A New Approach to Stability Analysis for Stochastic Hopfield Neural Networks With Time Delays

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Published in 2022 at "IEEE Transactions on Automatic Control"

DOI: 10.1109/tac.2021.3120682

Abstract: This article is devoted to the existence and the global stability of stationary solutions for stochastic Hopfield neural networks with time delays and additive white noises. Using the method of random dynamical systems, we present… read more here.

Keywords: neural networks; new approach; networks time; hopfield neural ... See more keywords