ZHANG Lei, SONG Qiankun. Global Exponential Stability of Complex-Valued Neural Networks With Proportional Delays[J]. Applied Mathematics and Mechanics, 2018, 39(5): 584-591. doi: 10.21656/1000-0887.380257
Citation: ZHANG Lei, SONG Qiankun. Global Exponential Stability of Complex-Valued Neural Networks With Proportional Delays[J]. Applied Mathematics and Mechanics, 2018, 39(5): 584-591. doi: 10.21656/1000-0887.380257

Global Exponential Stability of Complex-Valued Neural Networks With Proportional Delays

doi: 10.21656/1000-0887.380257
Funds:  The National Natural Science Foundation of China(61773004)
  • Received Date: 2017-09-14
  • Rev Recd Date: 2017-09-14
  • Publish Date: 2018-05-15
  • The global exponential stability of complex-valued neural networks with proportional delays was investigated. By means of the vector Lyapunov function theory, the homomorphic mapping theorem, the M-matrix theory and the inequality technique, a delay-independent sufficient condition was obtained to ensure the existence, uniqueness and global exponential stability of the considered neural networks.
  • loading
  • [1]
    廖晓昕. Hopfield型神经网络的稳定性[J]. 中国科学(A辑), 1993,23(10): 1025-1035. (LIAO Xiaoxin. Stability of Hopfield neural networks[J]. Science in China (Series A),1993,23(10): 1025-1035. (in Chinese))
    [2]
    马儒宁, 陈天平. 基于投影算子的回归神经网络模型及其在最优化问题中的应用[J]. 应用数学和力学, 2006,27(4): 484-494. (MA Runing, CHEN Tianping. Recurrent neural network model based on projective operator and its application to optimization problems[J]. Applied Mathematics and Mechanics,2006,27(4): 484-494. (in Chinese))
    [3]
    杨志春, 徐道义. 具有变时滞和脉冲效应的Hopfield神经网络的全局指数稳定性[J]. 应用数学和力学, 2006,27(11): 1329-1334. (YANG Zhichun, XU Daoyi. Global exponential stability of Hopfield neural networks with variable delays and impulsive effects[J]. Applied Mathematics and Mechanics,2006,27(11): 1329-1334. (in Chinese))
    [4]
    颜向平, 李万同. 具有扩散影响的Hopfield型神经网络的全局渐近稳定性[J]. 应用数学和力学, 2007,28(3): 328-334. (YAN Xiangping, LI Wantong. Global asymptotic stability for Hopfield-type neural networks with diffusion effects[J]. Applied Mathematics and Mechanics,2007,28(3): 328-334. (in Chinese))
    [5]
    ARIK S. Stability analysis of delayed neural networks[J]. IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications,2000,47(7): 1089-1092.
    [6]
    KWON O, PARK J H, LEE S M, et al. New augmented Lyapunov-Krasovskii functional approach to stability analysis of neural networks with time-varying delays[J]. Nonlinear Dynamics,2014,76(1): 221-236.
    [7]
    SONG Qiankun, CAO Jinde, ZHAO Zhenjiang. Periodic solutions and its exponential stability of reaction-diffusion recurrent neural networks with continuously distributed delays[J]. Nonlinear Analysis: Real World Applications,2006,7(1): 65-80.
    [8]
    BALASUBRAMANIAM P, VEMBARASAN V, RAKKIYAPPAN R. Global robust asymptotic stability analysis of uncertain switched Hopfield neural networks with time delay in the leakage term[J]. Neural Computing and Applications,2012,21(7): 1593-1616.
    [9]
    SONG Qiankun, CAO Jinde. Stability analysis of Cohen-Grossberg neural network with both time-varying and continuously distributed delays[J]. Journal of Computational and Applied Mathematics,2006,197(1): 188-203.
    [10]
    ZHOU Liqun. Global asymptotic stability of cellular neural networks with proportional delays[J]. Nonlinear Dynamics,2014,77(1/2): 41-47.
    [11]
    ZHOU Liqun. Delay-dependent exponential stability of cellular neural networks with multi-proportional delays[J]. Neural Process Letters,2013,38(3): 347-359.
    [12]
    SONG Xueli, ZHAO Pan, XING Zhiwei, et al. Global asymptotic stability of CNNs with impulses and multi-proportional delays[J]. Mathematical Methods in the Applied Sciences,2016,39(4): 722-733.
    [13]
    YU Yuehua. Exponential stability of pseudo almost periodic solutions for cellular neural networks with multi-proportional delays[J]. Neural Process Letters,2017,45(1): 141-151.
    [14]
    HIROSE A.Complex-Valued Neural Networks: Theories and Applications [M]. Singapore: World Scientific, 2003.
    [15]
    LEE D L. Relaxation of the stability condition of the complex-valued neural networks[J]. IEEE Transactions on Neural Networks,2001,12(5): 1260-1262.
    [16]
    RAO V, MURTHY G. Global dynamics of a class of complex valued neural networks[J]. International Journal of Neural Systems,2008,18(2): 165-171.
    [17]
    ZHOU Wei, ZURADA J. Discrete-time recurrent neural networks with complex-valued linear threshold neurons[J]. IEEE Transactions on Circuits and Systems II,2009,56(8): 669-673.
    [18]
    ZHOU Bo, SONG Qiankun. Boundedness and complete stability of complex-valued neural networks with time delay[J]. IEEE Transactions on Neural Networks and Learning Systems,2013,24(8): 1227-1238.
    [19]
    RAKKIYAPPAN R, VELMURUGAN G, LI Xiaodi. Complete stability analysis of complex-valued neural networks with time delays and impulses[J].Neural Processing Letters,2015,41(3): 435-468.
    [20]
    SONG Qiankun, YAN Huan, ZHAO Zhenjiang, et al. Global exponential stability of complex-valued neural networks with both time-varying delays and impulsive effects[J]. Neural Networks,2016,79: 108-116.
    [21]
    SONG Qiankun, YAN Huan, ZHAO Zhenjiang, et al. Global exponential stability of impulsive complex-valued neural networks with both asynchronous time-varying and continuously distributed delays[J]. Neural Networks,2016,81: 1-10.
    [22]
    SONG Qiankun, ZHAO Zhenjiang. Stability criterion of complex-valued neural networks with both leakage delay and time-varying delays on time scales[J].Neurocomputing,2016,171: 179-184.
    [23]
    CHEN Xiaofeng, ZHAO Zhenjiang, SONG Qiankun, et al. Multistability of complex-valued neural networks with time-varying delays[J]. Applied Mathematics and Computation,2017,294: 18-35.
    [24]
    ZHANG Lei, SONG Qiankun, ZHAO Zhenjiang. Stability analysis of fractional-order complex-valued neural networks with both leakage and discrete delays[J]. Applied Mathematics and Computation,2017,298: 296-309.
    [25]
    MINC H. Nonnegative Matrices[M]. New York: John Wiley & Sons, 1988.
  • 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 (1788) PDF downloads(600) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return