Passivity Criterion for Uncertain Neural Networks with Time-Varying Delays

Author

Liu, Bin ; Xu, Guang

Author_Institution

Electr. & Inf. Eng. Coll., Shaanxi Univ. of Sci. & Technol., Xi´´an, China

fYear

2010

fDate

30-31 Jan. 2010

Firstpage

43

Lastpage

46

Abstract

This paper investigates the passivity problem for uncertain neural networks with time-varying delays. By constructing proper Lyapunov functionals and using some analytic techniques, a new condition is given to ensure the passivity of the uncertain neural networks with time-varying delays. The passivity condition is expressed in terms of linear matrix inequality (LMI), which can be easily solved by using the effective interior-point algorithm.

Keywords

Lyapunov methods; delays; linear matrix inequalities; neural nets; time-varying systems; uncertain systems; LMI; Lyapunov functional; effective interior point algorithm; linear matrix inequality; passivity criterion; time varying delay; uncertain neural networks; Computer networks; Delay effects; Educational institutions; Information technology; Neural networks; Neurons; Oceans; Stability; Time varying systems; Underwater communication; LMI; Neural networks; passivity analysis; time-varying delays;

fLanguage

English

Publisher

ieee

Conference_Titel

Innovative Computing & Communication, 2010 Intl Conf on and Information Technology & Ocean Engineering, 2010 Asia-Pacific Conf on (CICC-ITOE)

Conference_Location

Macao

Print_ISBN

978-1-4244-5634-5

Electronic_ISBN

978-1-4244-5635-2

Type

conf

DOI

10.1109/CICC-ITOE.2010.18

Filename

5439295