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Neural Networks with Discontinuous/Impact Activations

Paperback Engels 2016 9781493945986
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models involve discontinuities, which are natural because huge velocities and short distances are usually observed in devices modeling the networks. A discussion of the models, appropriate for the proposed applications, is also provided.

Specificaties

ISBN13:9781493945986
Taal:Engels
Bindwijze:paperback
Uitgever:Springer New York

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Inhoudsopgave

<p>Introduction.- Differential Equations with Piecewise Constant Argument of Generalized Type.- Impulsive Differential Equations.- Periodic Motions and Equilibria of Neural Networks with Piecewise Constant Argument.- Equilibria of Neural Networks with Impact Activation and Piecewise Constant Argument.- Periodic Motions of Neural Networks with Impact Activation and Piecewise Constant Argument.- The Method of Lyapunov Functions: RNNs.- The Lyapunov-Razumikhin Method: CNNs.</p>

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        Neural Networks with Discontinuous/Impact Activations