A SURVEY OF FRACTIONAL-ORDER NEURAL NETWORKS

被引:0
|
作者
Zhang, Shuo [1 ]
Chen, YangQuan [2 ]
Yu, Yongguang [1 ]
机构
[1] Beijing Jiaotong Univ, Dept Math, Sch Sci, Beijing 100044, Peoples R China
[2] Univ Calif Merced, Sch Engn, MESA Lab, 5200 North Lake Rd, Merced, CA 95343 USA
基金
中国国家自然科学基金;
关键词
STABILITY ANALYSIS; NONLINEAR DYNAMICS; SYNCHRONIZATION; CHAOS; BIFURCATION; SIMULATION; SYSTEMS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper; the literature of fractional-order neural networks is categorized and discussed, which includes a general introduction and overview of fractional-order neural networks. Various application areas of fractional-order neural networks have been found or used, and will be surveyed and summarized such as neuroscience, computational science, control and optimization. Recent trends in dynamics of fractional-order neural networks are presented and discussed. The results, especially the stability analysis of fractional-order neural networks, are reviewed and different analysis methods are compared. Furthermore, the challenges and conclusions of fractional-order neural networks are given.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] Optimization of fractional-order chaotic cellular neural networks by metaheuristics
    Esteban Tlelo-Cuautle
    Astrid Maritza González-Zapata
    Jonathan Daniel Díaz-Muñoz
    Luis Gerardo de la Fraga
    Israel Cruz-Vega
    [J]. The European Physical Journal Special Topics, 2022, 231 : 2037 - 2043
  • [32] Dynamics of complex-valued fractional-order neural networks
    Kaslik, Eva
    Radulescu, Ileana Rodica
    [J]. NEURAL NETWORKS, 2017, 89 : 39 - 49
  • [33] Adaptive fuzzy synchronization for a class of fractional-order neural networks
    Liu, Heng
    Li, Sheng-Gang
    Wang, Hong-Xing
    Li, Guan-Jun
    [J]. CHINESE PHYSICS B, 2017, 26 (03)
  • [34] New results on passivity of fractional-order uncertain neural networks
    Ding, Zhixia
    Zeng, Zhigang
    Zhang, Hao
    Wang, Leimin
    Wang, Liheng
    [J]. NEUROCOMPUTING, 2019, 351 : 51 - 59
  • [35] Global Synchronization of Coupled Fractional-Order Recurrent Neural Networks
    Liu, Peng
    Zeng, Zhigang
    Wang, Jun
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 30 (08) : 2358 - 2368
  • [36] Synchronization in fractional-order neural networks by the energy balance strategy
    Yao, Zhao
    Sun, Kehui
    He, Shaobo
    [J]. COGNITIVE NEURODYNAMICS, 2024, 18 (02) : 701 - 713
  • [37] Stability Analysis and Synchronization for a Class of Fractional-Order Neural Networks
    Li, Guanjun
    Liu, Heng
    [J]. ENTROPY, 2016, 18 (02):
  • [38] Synchronization of fractional-order memristive neural networks with time delays
    Chen, Chong
    Ding, Zhixia
    Li, Sai
    Wang, Liheng
    [J]. 2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 2754 - 2759
  • [39] Fractional-order convolutional neural networks with population extremal optimization
    Chen, Bi-Peng
    Chen, Yun
    Zeng, Guo-Qiang
    She, Qingshan
    [J]. NEUROCOMPUTING, 2022, 477 : 36 - 45
  • [40] State estimation of fractional-order delayed memristive neural networks
    Bao, Haibo
    Cao, Jinde
    Kurths, Juergen
    [J]. NONLINEAR DYNAMICS, 2018, 94 (02) : 1215 - 1225