Exponential Stability of Hysteresis Neural Networks with Varying Inputs

被引：0

作者：

Padmavathi, G. ^{[1
]}

Kumar, P. V. Siva ^{[2
]}

机构：

[1] Univ Hyderabad, CR Rao Adv Inst Math Stat & Comp Sci, Hyderabad 500134, Andhra Pradesh, India

[2] VNRVignana Jyothi Inst Engn Technol, Hyderabad 500090, Andhra Pradesh, India

来源：

2012 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA) | 2012年

关键词：

Hysteresis Neural Networks; Time-varying inputs Exponential stability; Asymptotic equivalence; GLOBAL OUTPUT CONVERGENCE; DYNAMICS; DESIGN; MODEL;

D O I：

暂无

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 mathematical analysis of hysteresis neural network with varying inputs are proposed. Motivated by the application potential of the model we focus on existence, exponential stability and asymptotic equivalence of the networks. We establish sufficient conditions for exponential stability of this class of neural networks and this result can be applied through numerical example. The result improves the earlier publications due to the state convergence of the networks with neutral delays and varying inputs.

引用

页码：449 / 454

页数：6

共 50 条

[31] Global exponential stability of cellular neural networks with time-varying delays
Zhang, Q
Zhou, DS
Wang, HJ
Wei, XP
ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS, 2005, 3610 : 405 - 410
[32] Improved exponential stability criteria for time-varying delayed neural networks
Ding, Yucai
Shi, Kaibo
Liu, Hui
NEUROCOMPUTING, 2015, 168 : 283 - 297
[33] New Exponential Stability Criteria for Neural Networks With Time-Varying Delay
Hua, Chang-Chun
Yang, Xian
Yan, Jing
Guan, Xin-Ping
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2011, 58 (12) : 931 - 935
[34] Exponential stability criterion of the switched neural networks with time-varying delay
Wang, Hui-Ting
Liu, Then-Tao
He, Yong
NEUROCOMPUTING, 2019, 331 : 1 - 9
[35] Global exponential stability of cellular neural networks with time-varying delays
Luo, YP
Deng, FQ
Yao, HZ
2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 638 - 642
[36] Global exponential stability of generalized neural networks with time-varying delays
Wang, Gang
Zhang, Huaguang
Liu, Derong
2006 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, PROCEEDINGS, 2006, : 743 - 746
[37] Improved exponential stability criteria for neural networks with time-varying delays
Tian, Junkang
Zhong, Shouming
Wang, Yong
NEUROCOMPUTING, 2012, 97 : 164 - 173
[38] Exponential Stability of the Neural Networks with Discrete and Distributed Time-Varying Delays
Li, Qingbo
Xing, Peixu
Wu, Yuanyuan
ADVANCES IN NEURAL NETWORKS - ISNN 2010, PT 1, PROCEEDINGS, 2010, 6063 : 569 - +
[39] Exponential stability of a class of generalized neural networks with time-varying delays
Wan, A
Peng, JG
Wang, MS
NEUROCOMPUTING, 2006, 69 (7-9) : 959 - 963
[40] Exponential Stability Analysis for Impulsive Neural Networks with Time-varying Delays
Cai, Shui-Ming
Xu, Feng-Dan
Zheng, Wei-Xing
Liu, Zeng-Rong
OPTIMIZATION AND SYSTEMS BIOLOGY, 2009, 11 : 81 - +

← 1 2 3 4 5 →