Fractional-order optimal control model for the equipment management optimization problem with preventive maintenance

被引:1
|
作者
Gong, Yanping [1 ]
Zha, Mingjiang [1 ]
Lv, Zhanmei [2 ]
机构
[1] Cent South Univ, Sch Business, Changsha 410083, Peoples R China
[2] Xuzhou Univ Technol, Sch Finance, Xuzhou 221018, Jiangsu, Peoples R China
来源
NEURAL COMPUTING & APPLICATIONS | 2022年 / 34卷 / 06期
基金
中国国家自然科学基金;
关键词
Equipment management; Memory effect; Fractional-order model; Optimal control; Equipment quality function; PLANNING HORIZON PROCEDURES; REPLACEMENT MODEL; RELIABILITY; MACHINES;
D O I
10.1007/s00521-021-06624-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The current quality status of most machinery and equipment is based on its accumulated historical status, but the influence of the past quality status on the current status of equipment is often overlooked in optimization management. This paper uses a Caputo-type fractional derivative to characterize this property. By refining the nature and characteristics of the equipment maintenance effect function and considering the memory characteristics of equipment quality, the existing model is improved, and a fractional-order optimal control model for equipment maintenance and replacement is constructed. Theoretical analyses verify the effectiveness of the fractional-order equipment maintenance management model. Furthermore, the results of numerical experiments also reflect this difference between integer-order and fractional-order equipment maintenance management models. The result shows that with an increase of the order alpha, the optimal target value of the equipment maintenance management problem will also increase with the weakening of the memory effect.
引用
收藏
页码:4693 / 4714
页数:22
相关论文
共 50 条
  • [1] Fractional-order optimal control model for the equipment management optimization problem with preventive maintenance
    Yanping Gong
    Mingjiang Zha
    Zhanmei Lv
    [J]. Neural Computing and Applications, 2022, 34 : 4693 - 4714
  • [2] Optimal Control Problem for Linear Fractional-Order Systems
    Kubyshkin, Victor
    Postnov, Sergey
    [J]. 2014 INTERNATIONAL CONFERENCE ON FRACTIONAL DIFFERENTIATION AND ITS APPLICATIONS (ICFDA), 2014,
  • [3] A Control Parameterization Method to Solve the Fractional-Order Optimal Control Problem
    Pan Mu
    Lei Wang
    Chongyang Liu
    [J]. Journal of Optimization Theory and Applications, 2020, 187 : 234 - 247
  • [4] A Control Parameterization Method to Solve the Fractional-Order Optimal Control Problem
    Mu, Pan
    Wang, Lei
    Liu, Chongyang
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2020, 187 (01) : 234 - 247
  • [5] Optimal Feedback in a Linear–Quadratic Optimal Control Problem for a Fractional-Order System
    M. I. Gomoyunov
    N. Yu. Lukoyanov
    [J]. Differential Equations, 2023, 59 : 1117 - 1129
  • [6] A comprehensive review on fractional-order optimal control problem and its solution
    Abd-Elmonem, Assmaa
    Banerjee, Ramashis
    Ahmad, Shabir
    Jamshed, Wasim
    Nisar, Kottakkaran Sooppy
    Eid, Mohamed R.
    Ibrahim, Rabha W.
    El Din, Sayed M.
    [J]. OPEN MATHEMATICS, 2023, 21 (01):
  • [7] Optimal control of a fractional-order model for the HIV/AIDS epidemic
    Kheiri, Hossein
    Jafari, Mohsen
    [J]. INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2018, 11 (07)
  • [8] Optimal fractional-order PID control of chaos in the fractional-order BUCK converter
    Zhu, Darui
    Liu, Ling
    Liu, Chongxin
    [J]. PROCEEDINGS OF THE 2014 9TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2014, : 787 - 791
  • [9] Optimal Feedback in a Linear-Quadratic Optimal Control Problem for a Fractional-Order System
    Gomoyunov, M. I.
    Lukoyanov, N. Yu.
    [J]. DIFFERENTIAL EQUATIONS, 2023, 59 (08) : 1117 - 1129
  • [10] Fractional-Order Optimal Control of Fractional-Order Linear Vibration Systems with Time Delay
    Balochian, Saeed
    Rajaee, Nahid
    [J]. INTERNATIONAL JOURNAL OF SYSTEM DYNAMICS APPLICATIONS, 2018, 7 (03) : 72 - 93