A condition-based maintenance optimization method with oscillating uncertain degradation process

被引:0
|
作者
Li, Shuyu [1 ,2 ]
Wen, Meilin [1 ,2 ]
Zu, Tianpei [3 ]
Kang, Rui [1 ,2 ]
机构
[1] Beihang Univ, Sch Reliabil & Syst Engn, Beijing, Peoples R China
[2] Beihang Univ, Key Lab Reliabil & Environm Engn Technol, Beijing, Peoples R China
[3] Beihang Univ, Hangzhou Int Innovat Inst, Hangzhou 311115, Peoples R China
基金
中国国家自然科学基金;
关键词
belief reliability; condition-based maintenance; epistemic uncertainty; maintenance optimization; oscillating degradation model; IMPERFECT MAINTENANCE; MODEL; SYSTEMS; POLICY; REPLACEMENT; FRAMEWORK;
D O I
10.1002/qre.3648
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Condition-based maintenance (CBM) has gradually gained more attention, and the degradation process has been increasingly applied to maintenance optimization models. The insufficient data and the complex degradation process of the equipment conditions will contribute to epistemic uncertainty. Besides, the implementation of maintenance introduces oscillatory features into the equipment degradation process, deviating from a monotonically decreasing trend, complicating the optimization of CBM. In this article, to simultaneously address the problem of epistemic uncertainty and consider the influence of inspection and maintenance, we establish a new type of degradation model based on uncertainty theory to deal with epistemic uncertainty. Then an uncertain maintenance optimization model is proposed to give an optimal CBM strategy. Finally, a case study is provided to illustrate the proposed CBM optimization method.
引用
收藏
页码:1 / 29
页数:29
相关论文
共 50 条
  • [41] A PRACTICAL APPLICATION OF A NEW METHOD FOR CONDITION-BASED MAINTENANCE
    BLAND, RJ
    KNEZEVIC, J
    MAINTENANCE MANAGEMENT INTERNATIONAL, 1987, 7 (01): : 31 - 35
  • [42] A Failure Time Prediction Method for Condition-Based Maintenance
    Vanli, O. Arda
    QUALITY ENGINEERING, 2014, 26 (03) : 335 - 349
  • [43] Condition-based maintenance planning
    Denkena, Berend
    Möhring, Hans-Christian
    Blümel, Peter
    Robbing, Jens
    Pruschek, Peter
    VDI Berichte, 2009, (2065): : 225 - 236
  • [44] A MODIFIED DYNAMIC PROGRAMMING MODEL IN CONDITION-BASED MAINTENANCE OPTIMIZATION
    Xu, Mengkai
    Noor-E-Alam, Md.
    Kamarthi, Sagar
    PROCEEDINGS OF THE ASME 12TH INTERNATIONAL MANUFACTURING SCIENCE AND ENGINEERING CONFERENCE - 2017, VOL 3, 2017,
  • [45] CONDITION-BASED MAINTENANCE.
    Baguley, Phil
    1600,
  • [46] Condition-based flight control for helicopters: An extension to condition-based maintenance
    Voskuijl, Mark
    van Tooren, Michel J. L.
    Walker, Daniel J.
    AEROSPACE SCIENCE AND TECHNOLOGY, 2015, 42 : 322 - 333
  • [47] Condition-based maintenance and production speed optimization under limited maintenance capacity
    Koopmans, Marco
    de Jonge, Bram
    COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 179
  • [48] Genetic algorithms for condition-based maintenance optimization under uncertainty
    Compare, M.
    Martini, F.
    Zio, E.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 244 (02) : 611 - 623
  • [49] Condition-based maintenance optimization considering improving prediction accuracy
    Tian, Zhigang
    Wu, Bairong
    Chen, Mingyuan
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2014, 65 (09) : 1412 - 1422
  • [50] Condition-based quality maintenance in multi-process machining
    Zhao, Liping
    Yao, Yiyong
    Xu, Damin
    Li, Zongbin
    ISIE: 2009 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, 2009, : 1476 - 1480