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