Titlebook: Neural Networks with Discontinuous/Impact Activations; Marat Akhmet,Enes Yılmaz Book 2014 Springer Science+Business Media New York 2014 Ar

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978-1-4939-4598-6Springer Science+Business Media New York 2014

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https://doi.org/10.1007/978-1-4614-8566-7Artificial Intelligence; Chaotic Neural Networks; Cohen-Grossberg Neural Networks; Computational Neural

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Marat Akhmet,Enes YılmazExplores questions related to the biological underpinning for models of neural networks.Considers neural networks modeling using differential equations with impulsive and piecewise constant argument d

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Periodic Motions and Equilibria of Neural Networks with Piecewise Constant Argument,In this chapter we consider Hopfield-type neural networks systems with piecewise constant argument of generalized type. Sufficient conditions for the existence of a unique equilibrium and a periodic solution are obtained. The stability of these solutions is investigated.

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Periodic Motions of Neural Networks with Impact Activations and Piecewise Constant Argument,In this chapter we derive some sufficient conditions for the existence and stability of periodic solutions for each (., .)-type neural networks and (., .)-type neural networks, respectively. Examples with numerical simulations are given to illustrate our results.