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Complete Stability Analysis of Complex-Valued Neural Networks with Time Delays and Impulses.

Authors :
Rakkiyappan, R.
Velmurugan, G.
Li, Xiaodi
Source :
Neural Processing Letters; Jun2015, Vol. 41 Issue 3, p435-468, 34p
Publication Year :
2015

Abstract

In this paper, we extensively study the analysis of complete stability of complex-valued neural networks with time delay and impulsive effects. Using stability theory, impulsive effects and by constructing appropriate Lyapunov-Krasovskii functional, some sufficient conditions for the existence and complete stability of complex-valued neural networks with time delay and impulsive effects are derived in the form of complex-valued linear matrix inequality (LMIs) as well as real-valued LMIs. Finally, four numerical examples are given to establish the effectiveness of our theoretical results via standard numerical software. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13704621
Volume :
41
Issue :
3
Database :
Complementary Index
Journal :
Neural Processing Letters
Publication Type :
Academic Journal
Accession number :
102499245
Full Text :
https://doi.org/10.1007/s11063-014-9349-6