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- Title
Analysis on Passivity for Uncertain Neural Networks with Time-Varying Delays.
- Authors
Kwon, O. M.; Park, M. J.; Park, Ju H.; Lee, S. M.; Cha, E. J.
- 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.
- Subjects
ARTIFICIAL neural networks; TIME-varying systems; PASSIVITY (Engineering); PARAMETER estimation; LYAPUNOV functions; LINEAR matrix inequalities
- Publication
Mathematical Problems in Engineering, 2014, p1
- ISSN
1024-123X
- Publication type
Article
- DOI
10.1155/2014/602828