Analysis on Passivity for Uncertain Neural Networks with Time-Varying Delays

Title
Analysis on Passivity for Uncertain Neural Networks with Time-Varying Delays
Author(s)
박주현O.M. Kwon[O.M. Kwon]M.J. Park[M.J. Park]S.M. Lee[S.M. Lee]E.J. Cha[E.J. Cha]
Keywords
STABILITY ANALYSIS; DISCONTINUOUS ACTIVATIONS; SYSTEMS; STABILIZATION; OPTIMIZATION
Issue Date
201406
Publisher
HINDAWI PUBLISHING CORPORATION
Citation
MATHEMATICAL PROBLEMS IN ENGINEERING
Abstract
The problem of passivity analysis for neural networks with time-varying delays and parameter uncertainties is considered. By the consideration of newly constructed Lyapunov-Krasovskii functionals, improved sufficient conditions to guarantee the passivity of the concerned networks are proposed with the framework of linear matrix inequalities (LMIs), which can be solved easily by various efficient convex optimization algorithms. The enhancement of the feasible region of the proposed criteria is shown via two numerical examples by the comparison of maximum allowable delay bounds.
URI
http://hdl.handle.net/YU.REPOSITORY/31948http://dx.doi.org/10.1155/2014/602828
ISSN
1024-123X
Appears in Collections:
공과대학 > 전기공학과 > Articles
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