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Unpredictable Oscillations for Hopfield-Type Neural Networks with Delayed and Advanced Arguments

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dc.creator AKHMET, MARAT
dc.creator Nugayeva, Zakhira
dc.creator Tleubergenova, Madina
dc.creator ARUĞASLAN ÇİNÇİN, Duygu
dc.date 2021-03-01T00:00:00Z
dc.date.accessioned 2021-12-03T11:47:07Z
dc.date.available 2021-12-03T11:47:07Z
dc.identifier afead025-fbd4-430d-8ab8-8013d05740df
dc.identifier 10.3390/math9050571
dc.identifier https://avesis.sdu.edu.tr/publication/details/afead025-fbd4-430d-8ab8-8013d05740df/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/94299
dc.description This is the first time that the method for the investigation of unpredictable solutions of differential equations has been extended to unpredictable oscillations of neural networks with a generalized piecewise constant argument, which is delayed and advanced. The existence and exponential stability of the unique unpredictable oscillation are proven. According to the theory, the presence of unpredictable oscillations is strong evidence for Poincare chaos. Consequently, the paper is a contribution to chaos applications in neuroscience. The model is inspired by chaotic time-varying stimuli, which allow studying the distribution of chaotic signals in neural networks. Unpredictable inputs create an excitation wave of neurons that transmit chaotic signals. The technique of analysis includes the ideas used for differential equations with a piecewise constant argument. The results are illustrated by examples and simulations. They are carried out in MATLAB Simulink to demonstrate the simplicity of the diagrammatic approaches.
dc.language eng
dc.rights info:eu-repo/semantics/closedAccess
dc.title Unpredictable Oscillations for Hopfield-Type Neural Networks with Delayed and Advanced Arguments
dc.type info:eu-repo/semantics/article


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