Global Stability Analysis for Periodic Solution in Discontinuous Neural Networks with Nonlinear Growth Activations

<p/> <p>This paper considers a new class of additive neural networks where the neuron activations are modelled by discontinuous functions with nonlinear growth. By Leray-Schauder alternative theorem in differential inclusion theory, matrix theory, and generalized Lyapunov approach, a gen...

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Bibliographic Details
Main Authors: Wu Huaiqin, Li Yingwei
Format: Article
Language:English
Published: SpringerOpen 2009-01-01
Series:Advances in Difference Equations
Online Access:http://www.advancesindifferenceequations.com/content/2009/798685