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

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 general result is deriv...

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Bibliographic Details
Main Authors: Yingwei Li, Huaiqin Wu
Format: Article
Language:English
Published: SpringerOpen 2009-01-01
Series:Advances in Difference Equations
Online Access:http://dx.doi.org/10.1155/2009/798685