Variable order fractional grey model and its application

被引:44
|
作者
Kang Yuxiao [1 ]
Mao Shuhua [1 ]
Zhang Yonghong [1 ]
机构
[1] Wuhan Univ Technol, Sch Sci, Wuhan 430070, Peoples R China
基金
中国国家自然科学基金;
关键词
Variable order grey model; Variable order accumulation generation; Fractional derivative; Quantum particle swarm optimization; SYSTEM MODEL;
D O I
10.1016/j.apm.2021.03.059
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The use of constant order differential equations to describe the evolution of complex sys-tems is often unable to describe some of the changing characteristics of the systems accu-rately. Variable order fractional derivatives provide us with new tools to solve such prob-lems. In this paper, the accumulation and derivative orders of the classic grey model are expanded from constants to functions, and a variable order fractional grey model is es-tablished to describe the evolution process of complex systems. Firstly, this paper defines the variable order fractional accumulation generation sequence. On the basis of this se-quence, a variable order fractional derivative grey model is established, the parameters of the model are estimated using the least square method, and the quantum particle swarm optimization algorithm is used to solve the order of fractional derivative and accumula-tion. Sadik transform and Laplace transform are adopted to obtain the analytical solution of the new model. Lastly, the effectiveness of the new model is verified through four cases. Compared with other models, the variable order fractional model can describe the devel-opment process of complex systems more accurately. (c) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页码:619 / 635
页数:17
相关论文
共 50 条
  • [1] A variable-order fractional discrete grey model and its application
    Huang Meixin
    Liu Caixia
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 41 (02) : 3509 - 3522
  • [2] Discrete grey forecasting model with fractional order polynomial and its application
    Xu, Ze-Dong
    Dang, Yao-Guo
    Yang, De-Ling
    [J]. Kongzhi yu Juece/Control and Decision, 2023, 38 (12): : 3578 - 3584
  • [3] A novel fractional-order accumulation grey power model and its application
    Yang, Honglin
    Gao, Mingyun
    Xiao, Qinzi
    [J]. SOFT COMPUTING, 2023, 27 (03) : 1347 - 1365
  • [4] A novel fractional-order accumulation grey power model and its application
    Honglin Yang
    Mingyun Gao
    Qinzi Xiao
    [J]. Soft Computing, 2023, 27 : 1347 - 1365
  • [5] An Improved Nonhomogeneous Grey Model with Fractional-Order Accumulation and Its Application
    Liu, Shuanghua
    Qi, Qin
    Hu, Zhiming
    [J]. JOURNAL OF MATHEMATICS, 2021, 2021
  • [6] Fractional order grey relational analysis and its application
    Wu, L. F.
    Liu, S. F.
    Yao, L. G.
    Yu, L.
    [J]. SCIENTIA IRANICA, 2015, 22 (03) : 1171 - 1178
  • [7] An optimal fractional-order accumulative Grey Markov model with variable parameters and its application in total energy consumption
    Li, Dewang
    Qiu, Meilan
    Yang, Shuiping
    Wang, Chao
    Luo, Zhongliang
    [J]. AIMS MATHEMATICS, 2023, 8 (11): : 26425 - 26443
  • [8] The Non-homogenous Multi-variable Grey Model NFMGM(1,n) with Fractional Order Accumulation and Its Application
    Luo, Youxin
    Liu, Qiyuan
    [J]. JOURNAL OF GREY SYSTEM, 2017, 29 (02): : 39 - 52
  • [9] Multivariable Non-equidistance Grey Model with Fractional Order Accumulation and its Application
    Luo, Youxin
    Liu, Qiyuan
    [J]. JOURNAL OF GREY SYSTEM, 2018, 30 (01): : 239 - 248
  • [10] Fractional Order Discrete Grey Model and Its Application in Spare Parts Demand Forecasting
    Pan, Xian-Jun
    Zhang, Wei
    Zhao, Tian
    Guo, Xiao-Qiang
    [J]. Binggong Xuebao/Acta Armamentarii, 2017, 38 (04): : 785 - 792