DocumentCode
542154
Title
New LMI-Based Stability Condition for Neutral-Type Neural Networks with Variable and Distributed Delays
Author
Jin, Li
Author_Institution
Dept. of Math., Dalian Jiaotong Univ., Dalian, China
Volume
1
fYear
2010
fDate
13-14 Oct. 2010
Firstpage
1002
Lastpage
1005
Abstract
This paper investigates the existence, uniqueness and stability for neutral-type neural networks with variable and unbounded distributed delays. Without assuming the differentiability, boundedness and monotonicity of the activation functions, by dividing the variation interval of the time delay into three subintervals with equal length, new LMI-based delay-dependent stability criterion is obtained by involving some free-weighting matrices.
Keywords
delays; linear matrix inequalities; neural nets; transfer functions; LMI-based stability criterion condition; activation functions; free-weighting matrices; neutral-type neural networks; time delay; unbounded distributed delays; variable delays; Artificial neural networks; Asymptotic stability; Delay; Linear matrix inequalities; Stability criteria; Symmetric matrices;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent System Design and Engineering Application (ISDEA), 2010 International Conference on
Conference_Location
Changsha
Print_ISBN
978-1-4244-8333-4
Type
conf
DOI
10.1109/ISDEA.2010.42
Filename
5743346
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