Global synchronization of fractional-order quaternion-valued neural networks with leakage and discrete delays

被引:87
|
作者
Li, Hong-Li [1 ,2 ]
Jiang, Haijun [1 ]
Cao, Jinde [2 ]
机构
[1] Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
[2] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Global synchronization; Fractional-order; Quaternion-valued neural networks; Leakage and discrete delays; ROBUST STABILITY ANALYSIS;
D O I
10.1016/j.neucom.2019.12.018
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, without transforming the quaternion-valued neural networks into two equivalent complex-valued systems or four equivalent real-valued systems, a novel class of fractional-order quaternion-valued neural networks with leakage and discrete delays is investigated. To this end, two novel inequalities are established with the aid of properties of quaternion and Caputo fractional derivative. By exploiting Lyapunov method, our established inequalities, fractional-order Razumikhin theorem and some analysis techniques, some criteria ensuring the global asymptotical synchronization and the global Mittag-Leffler synchronization of the considered networks are obtained through designing suitable controllers. Finally, two numerical examples are utilized to show the derived theoretical results. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:211 / 219
页数:9
相关论文
共 50 条
  • [1] New Stability Criterion for Fractional-Order Quaternion-Valued Neural Networks Involving Discrete and Leakage Delays
    Li, Bingjun
    Tang, Bingnan
    JOURNAL OF MATHEMATICS, 2021, 2021
  • [2] Lag projective synchronization of discrete-time fractional-order quaternion-valued neural networks with time delays
    He, Yan
    Zhang, Weiwei
    Zhang, Hai
    Chen, Dingyuan
    Cao, Jinde
    NEURAL NETWORKS, 2024, 179
  • [3] Lagrange synchronization of nonidentical discrete-time fractional-order quaternion-valued neural networks with time delays
    Zhao, Mingfang
    Li, Hong-Li
    Yang, Juanping
    Zhang, Long
    COMPUTATIONAL & APPLIED MATHEMATICS, 2024, 43 (07):
  • [4] New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays
    Xu, Changjin
    Liu, Zixin
    Aouiti, Chaouki
    Li, Peiluan
    Yao, Lingyun
    Yan, Jinling
    COGNITIVE NEURODYNAMICS, 2022, 16 (05) : 1233 - 1248
  • [5] New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays
    Changjin Xu
    Zixin Liu
    Chaouki Aouiti
    Peiluan Li
    Lingyun Yao
    Jinling Yan
    Cognitive Neurodynamics, 2022, 16 : 1233 - 1248
  • [6] Synchronization Analysis of Discrete-Time Fractional-Order Quaternion-Valued Uncertain Neural Networks
    Li, Hong-Li
    Cao, Jinde
    Hu, Cheng
    Jiang, Haijun
    Alsaadi, Fawaz E.
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (10) : 14178 - 14189
  • [7] Global Dissipativity of Quaternion-Valued Fuzzy Cellular Fractional-Order Neural Networks With Time Delays
    Aouiti, Chaouki
    Touati, Farid
    NEURAL PROCESSING LETTERS, 2023, 55 (01) : 481 - 503
  • [8] Global Dissipativity of Quaternion-Valued Fuzzy Cellular Fractional-Order Neural Networks With Time Delays
    Chaouki Aouiti
    Farid Touati
    Neural Processing Letters, 2023, 55 : 481 - 503
  • [9] Besicovitch almost periodic solutions for fractional-order quaternion-valued neural networks with discrete and distributed delays
    Li, Yongkun
    Huang, Mei
    Li, Bing
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2022, 45 (08) : 4791 - 4808
  • [10] Quasi-projective synchronization of discrete-time fractional-order quaternion-valued neural networks
    Zhao M.
    Li H.-L.
    Zhang L.
    Hu C.
    Jiang H.
    Journal of the Franklin Institute, 2023, 360 (04) : 3263 - 3279