Stability and Stabilization of Delayed Neural Networks with Hybrid Impulses

被引:4
|
作者
Zou, Kefa [1 ]
Li, Xuechen [1 ]
Wang, Nan [1 ]
Lou, Jungang [2 ]
Lu, Jianquan [3 ,4 ]
机构
[1] Xuchang Univ, Sch Sci, Xuchang 461000, Peoples R China
[2] Huzhou Univ, Sch Informat Engn, Zhejiang Prov Key Lab Smart Management & Applicat, Huzhou 313000, Peoples R China
[3] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
[4] Linyi Univ, Sch Automat & Elect Engn, Key Lab Complex Syst & Intelligent Comp Univ Shan, Linyi 276005, Shandong, Peoples R China
关键词
FUNCTIONAL-DIFFERENTIAL EQUATIONS; GLOBAL EXPONENTIAL STABILITY; SYNCHRONIZATION; SYSTEMS;
D O I
10.1155/2020/8712027
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, the stability and stabilization issues for a class of delayed neural networks with time-varying hybrid impulses are investigated. The hybrid effect of two types of impulses including both stabilizing and destabilizing impulses is considered simultaneously in the analysis of systems. To characterize the occurrence features of impulses, the concepts of average impulse interval and average impulse strength are employed. Based on the analysis of stability, a pinning impulsive controller which can ensure the global exponential stability of the studied neural networks is designed by pinning a small fraction of neurons. Finally, two numerical examples are given to illustrate the effectiveness of the proposed control schemes for delayed neural networks with hybrid impulses.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] EXPONENTIAL STABILITY OF DELAYED NEURAL NETWORKS WITH IMPULSES
    Yang, Jin-Xiang
    Zhong, Shou-Ming
    Song, Jian-Cheng
    [J]. 2008 INTERNATIONAL CONFERENCE ON APPERCEIVING COMPUTING AND INTELLIGENCE ANALYSIS (ICACIA 2008), 2008, : 244 - +
  • [2] Stability of Neural Networks with Delays and Hybrid Impulses
    Akca, Haydar
    Chew, Peter
    [J]. INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2024, 63 : 1 - 8
  • [3] New Stability Criteria for Delayed Neural Networks with Impulses
    Shen, Jing
    Wan, Jian
    Li, Chuan-dong
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION, 2009, 10 (01) : 113 - 117
  • [4] New Stability Criteria for Delayed Neural Networks with Impulses
    Zhang, Wei
    Li, Chuandong
    Wei, Pengcheng
    [J]. INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION, 2010, 11 : 81 - 85
  • [5] Globally Exponential Stability of Delayed Neural Networks with Impulses
    Zhou, Jin
    Wu, Quanjun
    Xiang, Lan
    Zhang, Gang
    [J]. 11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), 2010, : 24 - 29
  • [6] New stability criterion for delayed neural networks with impulses
    Shen, Jing
    Wan, Jian
    Li, Chuandong
    [J]. ISND 2007: PROCEEDINGS OF THE 2007 INTERNATIONAL SYMPOSIUM ON NONLINEAR DYNAMICS, PTS 1-4, 2008, 96
  • [7] Exponential stability of solution for delayed cellular neural networks with impulses
    Kang, Huiyan
    Zhou, Hua
    Li, Bo
    [J]. CEIS 2011, 2011, 15
  • [8] Global exponential stability of delayed cellular neural networks with impulses
    Xia, Yonghui
    Cao, Jinde
    Cheng, Sui Sun
    [J]. NEUROCOMPUTING, 2007, 70 (13-15) : 2495 - 2501
  • [9] Stability of delayed neural networks with time-varying impulses
    Zhang, Wenbing
    Tang, Yang
    Fang, Jian-an
    Wu, Xiaotai
    [J]. NEURAL NETWORKS, 2012, 36 : 59 - 63
  • [10] Stabilization of time-delay neural networks via delayed pinning impulses
    Liu, Xinzhi
    Zhang, Kexue
    Xie, Wei-Chau
    [J]. CHAOS SOLITONS & FRACTALS, 2016, 93 : 223 - 234