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Robust passivity analysis of neural networks with discrete and distributed delays

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成果类型:
期刊论文
作者:
Zeng, Hong-Bing;Park, Ju H.*;Shen, Hao
通讯作者:
Park, Ju H.
作者机构:
[Park, Ju H.; Zeng, Hong-Bing] Department of Electrical Engineering, Yeungnam University, 280 Daehak-Ro, Kyongsan, Korea, Republic of
[Shen, Hao] School of Electrical and Information Engineering, Anhui University of Technology, Ma'anshan, China
[Zeng, Hong-Bing] School of Electrical and Information Engineering, Hunan University of Technology, Zhuzhou, China
通讯机构:
[Park, Ju H.] Yeungnam Univ, Dept Elect Engn, 280 Daehak Ro, Kyongsan 712749, South Korea.
语种:
英文
关键词:
Augmented lyapunov functional - Delay - Discrete and distributed delays - Integral inequalities - Lyapunov-Krasovskii functionals - Neuron activation function - Passivity - Passivity analysis
期刊:
Neurocomputing
ISSN:
0925-2312
年:
2015
卷:
149
期:
PB
页码:
1092-1097
文献类别:
WOS:Article;EI:Journal article (JA)
所属学科:
ESI学科类别:计算机科学;WOS学科类别:Computer Science, Artificial Intelligence
入藏号:
WOS:000346550300061;EI:20160201801838
基金类别:
National Natural Science Foundation of China [61304064, 61273157]; Basic Science Research Program through the National Research Foundation of Korea (NRF) - Ministry of Education, Science and Technology [2013R1A1A2A10005201]
机构署名:
本校为第一机构
院系归属:
电气与信息工程学院
摘要:
This paper focuses on the problem of passivity of neural networks in the presence of discrete and distributed delay. By constructing an augmented Lyapunov functional and combining a new integral inequality with the reciprocally convex approach to estimate the derivative of the Lyapunov-Krasovskii functional, sufficient conditions are established to ensure the passivity of the considered neural networks, in which some useful information on the neuron activation function ignored in the existing literature is taken into account. Three numerical examples are provided to demonstrate the effectiveness and the merits of the proposed method. ©2014 Elsevier B.V.
参考文献:
Arik S, 2003, PHYS LETT A, V311, P504, DOI 10.1016/S0375-9601(03)00569-3
Wu ZG, 2012, NONLINEAR DYNAM, V69, P1323, DOI 10.1007/s11071-012-0350-1
Zou L, 2006, APPL MATH LETT, V19, P174, DOI 10.1016/j.aml.2005.05.004
Yu W, 2003, IEEE T CIRCUITS-I, V50, P173, DOI 10.1109/TCSI.2002.807519
Chen B, 2009, PHYS LETT A, V373, P1242, DOI 10.1016/j.physleta.2009.01.047

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