Title :
A criteria of passivity for neural networks with discontinuous activations
Author :
Jian Xiao ; Zhigang Zeng
Author_Institution :
Dept. of Control Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
This paper discusses passivity of delayed neural networks with discontinuous activations which are unbounded. Using generalized Lyapunov approach, sufficient conditions for this problem are obtained based on differential inclusion theory, where the results are proposed in form of linear matrix inequality. In addition, a numerical example is given to show the effectiveness and rightness of the results.
Keywords :
Lyapunov methods; delays; linear matrix inequalities; neural nets; delayed neural network; differential inclusion theory; discontinuous activation; generalized Lyapunov approach; linear matrix inequality; passivity criteria; Biological neural networks; Delays; Differential equations; Neurons; Symmetric matrices; Uncertain systems;
Conference_Titel :
Intelligent Control and Information Processing (ICICIP), 2013 Fourth International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-6248-1
DOI :
10.1109/ICICIP.2013.6568061
