LIU De-you, ZHANG Jian-hua, GUAN Xin-ping, XIAO Xiao-dan. Generalized LMI-Based Approach to the Global Asymptotic Stability of Cellular Neural Networks With Delay[J]. Applied Mathematics and Mechanics, 2008, 29(6): 735-740.
Citation: LIU De-you, ZHANG Jian-hua, GUAN Xin-ping, XIAO Xiao-dan. Generalized LMI-Based Approach to the Global Asymptotic Stability of Cellular Neural Networks With Delay[J]. Applied Mathematics and Mechanics, 2008, 29(6): 735-740.

Generalized LMI-Based Approach to the Global Asymptotic Stability of Cellular Neural Networks With Delay

  • Received Date: 2007-08-23
  • Rev Recd Date: 2008-04-21
  • Publish Date: 2008-06-15
  • The global asymptotic stability problem of cellular neural networks with delay is investigated. A new stability condition was presented based on Liapunov-Krasovskii method, which is dependent on the size of delay. The result is given in the form of LMI(linear matric inequality), and the admitted upper bound of the delay can be obtained easily. The time delay dependent and independent results can be obtained, which include some results in the former literature. Finally, a numerical example was given to illustrate the effectiveness of the main results.
  • loading
  • [1]
    Chua L O,Yang L.Cellular neural networks: Theory[J].IEEE Trans,Circuits and Systems,1988,35(10):1257-1272. doi: 10.1109/31.7600
    [2]
    Roska T,Boros T,Thiran P,et al.Detecting simple motion using cellular neural networks[A].In:Proceedings 1990 IEEE Internat Workshop on Cellular Neural Networks and Their Applications[C].1990,127-138.
    [3]
    Singh Vimal. A Generalized LMI-Based approach to the global asymptotic stability of cellular neural networks[J].IEEE Transaction on Neural Networks,2004,15(1):223-225. doi: 10.1109/TNN.2003.820616
    [4]
    LOU Xu-gang,CUI Bao-tong.Global asymptotic stability of delay BAM neural networks with impulses[J].Chaos, Solitons and Fractals,2006,29(4):1023-1031. doi: 10.1016/j.chaos.2005.08.125
    [5]
    CHEN Wu-hua,ZHENG Wei-xing.Global asymptotic stability of a class of neural networks with distributed delays[J].IEEE Trans,Circuits and Systems,2006,53(3):644-652. doi: 10.1109/TCSI.2005.859051
    [6]
    Singh Vimal.Global asymptotic stability of neural networks with delay: Comparative evaluation of two criteria[J].Chaos, Solitons and Fractals,2007,31(5):1187-1190. doi: 10.1016/j.chaos.2006.01.045
    [7]
    Arik Sabri.An analysis of exponential stability of delayed neural networks with time varying delays[J].Neural Networks,2004,17(7):1027-1031. doi: 10.1016/j.neunet.2004.02.001
    [8]
    HUA Chang-chun,LONG Cheng-nian,GUAN Xin-ping.New results on stability analysis of neural networks with time-varying delays[J].Physics Letter A,2006,352:335-240. doi: 10.1016/j.physleta.2005.12.005
    [9]
    Cao J,WANG Jun.Global asymptotic stability of a general class of recurrent neural networks with time-varying delays[J].IEEE Transactions,Circuits and Systems I: Fundamental Theory and Applications,2003,50(1):34-44. doi: 10.1109/TCSI.2002.807494
    [10]
    周冬明,曹进德,张立明.时滞神经网络全局渐近稳定性条件[J].应用数学和力学,2005,26(3):341-348.
    [11]
    GU Ke-qin.An integral inequality in the stability problem of time-delay systems[A].In:Proceedings of the 39th IEEE Conference on Decision and Control[C].Vol 3.Sydney,Australia,2000,2805-2810.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (2211) PDF downloads(515) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return