A New Two-Dimensional Condition-Based Maintenance Model by Using Copulas

被引:0
|
作者
Wang, Hanyang [1 ]
Luo, Ming [2 ]
Gu, Fengshou [1 ]
机构
[1] Univ Huddersfield, Ctr Efficiency & Performance Engn, Huddersfield HD1 3DH, W Yorkshire, England
[2] Univ Huddersfield, Huddersfield Business Sch, Huddersfield HD1 3DH, W Yorkshire, England
关键词
Condition-based maintenance; Two-dimensional maintenance; Copula; Conditional hazard rate; Expected cost rate; Data-driven maintenance; CNC; TOOL WEAR; RELIABILITY; LAW; OPTIMIZATION; PREDICTION; SYSTEMS; LIFE;
D O I
10.1007/978-3-030-99075-6_73
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper introduces a new two-dimensional condition-based maintenance model for complex and repairable machining systems like computer numerical control machining tools. A joint distribution of condition and reliability indicators is constructed by using copula. The maintenance threshold is set on the cumulative hazard rate conditioning on intensity of work. A numeric example with assumed settings is provide to demonstrate the relationship between the maintenance threshold and expected cost rate. This is the first model jointly considering condition and reliability indicators in maintenance area; and being benefited by the features of copula, this model can be easily extended to model dependences among multiple indicators in practice.
引用
收藏
页码:907 / 920
页数:14
相关论文
共 50 条
  • [21] Condition-based maintenance policies for multi-component systems with Levy copulas dependence
    Li, Heping
    Dieulle, Laurence
    Deloux, Estelle
    SAFETY AND RELIABILITY: METHODOLOGY AND APPLICATIONS, 2015, : 1281 - 1288
  • [22] A condition-based maintenance policy for multi-component systems with Levy copulas dependence
    Li, Heping
    Deloux, Estelle
    Dieulle, Laurence
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2016, 149 : 44 - 55
  • [23] Joint condition-based maintenance and condition-based production optimization
    Broek, Michiel A. J. Uit Het
    Teunter, Ruud H.
    de Jonge, Bram
    Veldman, Jasper
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2021, 214
  • [24] A Condition-Based and Opportunistic Maintenance Model for a Two-Unit Deteriorating System
    Zhang, Zhuoqi
    Wu, Su
    Li, Binfeng
    2011 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (ICQR2MSE), 2011, : 590 - 595
  • [25] A Condition-Based Maintenance of Two-Stage Gearbox Using Analytical Ferrography
    Gholap Ananda
    More Puja
    Jaybhaye Maheshwar
    Journal of Failure Analysis and Prevention, 2024, 24 : 501 - 509
  • [26] Condition-based maintenance planning
    Denkena, Berend
    Möhring, Hans-Christian
    Blümel, Peter
    Robbing, Jens
    Pruschek, Peter
    VDI Berichte, 2009, (2065): : 225 - 236
  • [27] A Condition-Based Maintenance of Two-Stage Gearbox Using Analytical Ferrography
    Ananda, Gholap
    Puja, More
    Maheshwar, Jaybhaye
    JOURNAL OF FAILURE ANALYSIS AND PREVENTION, 2024, 24 (02) : 501 - 509
  • [28] Adaptive Mamdani fuzzy model for condition-based maintenance
    Kothamasu, Ranganath
    Huang, Samuel H.
    FUZZY SETS AND SYSTEMS, 2007, 158 (24) : 2715 - 2733
  • [29] A simulation model for field service with condition-based maintenance
    Lin, YQ
    Hsu, A
    Rajamani, R
    PROCEEDINGS OF THE 2002 WINTER SIMULATION CONFERENCE, VOLS 1 AND 2, 2002, : 1885 - 1890
  • [30] A condition-based maintenance policy based on the reduction of age model
    Rajinia K.
    Razmkhah M.
    Ahmadi J.
    International Journal of Reliability and Safety, 2023, 17 (3-4) : 183 - 199