Passivity analysis for delayed discontinuous neural networks

被引：3
作者：
Xiao, Jian [1 ,2 ]
Zeng, Zhigang [1 ,2 ]
Shen, Wenwen [1 ,2 ]
机构：
[1] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Hunan, Peoples R China
[2] Educ Minist China, Key Lab Image Proc & Intelligent Control, Wuhan 430074, Peoples R China
来源：
SOFT COMPUTING | 2013年 / 17卷 / 11期
基金：
高等学校博士学科点专项科研基金;
关键词：
Discontinuous neuron activation; Neural networks; Passivity; Differential inclusion; TIME-VARYING DELAYS; GLOBAL EXPONENTIAL STABILITY; ACTIVATION FUNCTIONS; CONVERGENCE; BEHAVIORS; SYSTEMS;
D O I：
10.1007/s00500-013-1076-9
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we have integrated the passivity of delayed neural networks with discontinuous activations which are unbounded. Based on differential inclusion theory and nonsmooth analysis, some sufficient conditions are presented by means of the generalized Lyapunov method. The results are established in form of linear matrix inequality. In addition, Some numerical examples are proposed to show the effectiveness of the developed results.
引用
收藏
页码：2033 / 2041
页数：9
相关论文
共 50 条
[41]   Improved delay-dependent passivity conditions of delayed neural networks [J].
Zhang, Yanbang ;
Zhang, Fen .
PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, :3879-3884
[42]   Passivity analysis of neural networks with time delay [J].
Li, CG ;
Liao, XF .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2005, 52 (08) :471-475
[43]   Passivity Analysis of Coupled Reaction-Diffusion Neural Networks With Dirichlet Boundary Conditions [J].
Wang, Jin-Liang ;
Wu, Huai-Ning ;
Huang, Tingwen ;
Ren, Shun-Yan ;
Wu, Jigang .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (08) :2148-2159
[44]   Improved Robust Passivity Criteria for Delayed Neural Networks [J].
Yaqi Li ;
Yun Chen ;
Shuangcheng Sun .
International Journal of Control, Automation and Systems, 2024, 22 :927-935
[45]   Robust stability analysis of delayed Takagi-Sugeno fuzzy Hopfield neural networks with discontinuous activation functions [J].
Wu, Xiru ;
Wang, Yaonan ;
Huang, Lihong ;
Zuo, Yi .
COGNITIVE NEURODYNAMICS, 2010, 4 (04) :347-354
[46]   Dynamical behavior of delayed Hopfield neural networks with discontinuous activations [J].
Wang, Jiafu ;
Huang, Lihong ;
Guo, Zhenyuan .
APPLIED MATHEMATICAL MODELLING, 2009, 33 (04) :1793-1802
[47]   Finite-time synchronization of delayed competitive neural networks with discontinuous neuron activations [J].
Duan, Lian ;
Fang, Xianwen ;
Yi, Xuejun ;
Fu, Yujie .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 9 (10) :1649-1661
[48]   Adaptive exponential synchronization of delayed Cohen-Grossberg neural networks with discontinuous activations [J].
Wu, Huaiqin ;
Zhang, Xiaowei ;
Li, Ruoxia ;
Yao, Rong .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2015, 6 (02) :253-263
[49]   Passivity analysis of discrete-time stochastic neural networks with time-varying delays [J].
Song, Qiankun ;
Liang, Jinling ;
Wang, Zidong .
NEUROCOMPUTING, 2009, 72 (7-9) :1782-1788
[50]   Passivity analysis for switched generalized neural networks with time-varying delay and uncertain output [J].
Hu, Manfeng ;
Cao, Jinde ;
Yang, Yongqing ;
Hu, Aihua .
IMA JOURNAL OF MATHEMATICAL CONTROL AND INFORMATION, 2013, 30 (03) :407-422
12345