LIU Jian, ZHANG Zhixin, JIANG Wei. Asymptotic Stability Analysis of Fractional Neural Networks With Discrete Delays and Distributed Delays[J]. Applied Mathematics and Mechanics, 2020, 41(6): 646-657. doi: 10.21656/1000-0887.400286
Citation: LIU Jian, ZHANG Zhixin, JIANG Wei. Asymptotic Stability Analysis of Fractional Neural Networks With Discrete Delays and Distributed Delays[J]. Applied Mathematics and Mechanics, 2020, 41(6): 646-657. doi: 10.21656/1000-0887.400286

Asymptotic Stability Analysis of Fractional Neural Networks With Discrete Delays and Distributed Delays

doi: 10.21656/1000-0887.400286
Funds:  The National Natural Science Foundation of China(11371027;11471015;11601003)
  • Received Date: 2019-09-23
  • Rev Recd Date: 2019-10-26
  • Publish Date: 2020-06-01
  • The asymptotic stability of fractional-order neural networks with discrete delays and distributed delays in the sense of Caputo derivatives was studied. Through construction of the Lyapunov function and with the fractional Razumikhin theorem, sufficient conditions for asymptotic stability of fractional-order neural networks with discrete and distributed delays were given, and 4 examples were given to illustrate the validity of the proposed theorem conditions.
  • loading
  • [1]
    PODLUBNY I. Fractional Differential Equations [M]. San Diego: Academic Press, 1999.
    [2]
    OLDHAM K B, SPANIER J. The Fractional Calculus [M]. New York: Academic Press, 1974.
    [3]
    KILBAS A A, SRIVASTAVA H M, TRUJILLO J J. Theory and Applications of Fractional Differential Equations [M]. Amsterdam: Elsevier Science, 2006.
    [4]
    MILLER K S, ROSS B. An Introduction to the Fractional Calculus and Fractional Differential Equations [M]. New York: John Wiley and Sons, 1993.
    [5]
    ARENA P, FORTUNA L, PORTO L. Chaotic behavior in noninteger-order cellular neural networks[J]. Physical Review E,2000,61(1): 776-781.
    [6]
    KASLIK E, SIVASUNDARAM S. Nonlinear dynamics and chaos in fractional-order neural networks[J]. Neural Networks,2012,32: 245-256.
    [7]
    HUANG X, ZHAO Z, WANG Z, et al. Chaos and hyperchaos in fractional-order cellular neural networks[J]. Neurocomputing,2012,94: 13-21.
    [8]
    张平奎, 杨绪君. 基于激励滑模控制的分数阶神经网络的修正投影同步研究[J]. 应用数学和力学, 2018,39(3): 343-354.(ZHANG Pingkui, YANG Xujun. Modified projective synchronization of a class of fractional-order neural networks based on active sliding mode control[J]. Applied Mathematics and Mechanics,2018,39(3): 343-354.(in Chinese))
    [9]
    ZHANG X X, NIU P F, MA Y P, et al. Global Mittag-Leffler stability analysis of fractional-order impulsive neural networks with one-side Lipschitz condition[J]. Neural Networks,2017,94: 67-75.
    [10]
    LIU S X, YU Y G, ZHANG S, et al. Robust stability of fractional-order memristor-based Hopfield neural networks with parameter disturbances[J]. Physica A,2018,509: 845-854.
    [11]
    WU H Q, ZHANG X X, XUE S H, et al. LMI conditions to global Mittag-Leffler stability of fractional-order neural networks with impulses[J]. Neurocomputing,2016,193: 148-154.
    [12]
    LIANG S, WU R C, CHEN L P. Comparison principles and stability of nonlinear fractional-order cellular neural networks with multiple time delays[J]. Neurocomputing,2015,168: 618-625.
    [13]
    LIU W Z, JIANG M H, YAN M. Stability analysis of memristor-based time-delay fractional-order neural networks[J]. Neurocomputing,2019,323: 117-127.
    [14]
    LI Y, JIANG W, HU B B. Stability of neutral fractional neural networks with delay[J]. Chinese Quarterly Journal of Mathematics,2016,〖STHZ〗 31(4): 422-429.
    [15]
    WANG H, YU Y G, WEN G G, et al. Global stability analysis of fractional-order Hopfield neural networks with time delay[J]. Neurocomputing,2015,154: 15-23.
    [16]
    王利敏, 宋乾坤, 赵振江. 基于忆阻的分数阶时滞复值神经网络的全局渐近稳定性[J]. 应用数学和力学, 2017,38(3): 333-346.(WANG Limin, SONG Qiankun, ZHAO Zhenjiang. Global asymptotic stability of memristor-based fractional-order complex-valued neural networks with time delays[J]. Applied Mathematics and Mechanics,2017,38(3): 333-346.(in Chinese))
    [17]
    DUARTE-MERMOUND M A, AGUILA-CAMACHO N, GALLEGOS J A, et al. Using general quadratic Lyapunov functions to prove Lyapunov uniform stability for fractional order systems[J]. Communications in Nonlinear Science and Numerical Simulation,2015,22: 650-659.
    [18]
    LIU S, ZHOU X F, LI X Y, et al. Asymptotical stability of Riemann-Liouville fractional singular systems with multiple time-varying delays[J]. Applied Mathematics Letters,2017,65: 32-39.
    [19]
    WEN Y H, ZHOU X F, ZHANG Z X, et al. Lyapunov method for nonlinear fractional differential systems with delay[J]. Nonlinear Dynamics,2015,82(1): 1015-1025.
    [20]
    BOYD S, EL-GHAOUI L, FERON E, et al. Linear Matrix Inequalities in System and Control Theory [M]. Philadelphia: SIAM, 1994 .
    [21]
    GU K Q, KHARITONOV V L, CHEN J. Stability of Time-Delay Systems [M]. Boston, MA: Birkhuser, 2003.
    [22]
    BHALEKAR S, GEJJI V. A predictor-corrector scheme for solving nonlinear delay differential equations of fractional order[J]. Journal of Fractional Calculus and Applications,2011,1(5): 1-9.
  • 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 (1106) PDF downloads(479) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return