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
下载
收藏
页码:907 / 920
页数:14
相关论文
共 50 条
  • [31] Discounted cost model for condition-based maintenance optimization
    van der Weide, J. A. M.
    Pandey, M. D.
    van Noortwijk, J. M.
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2010, 95 (03) : 236 - 246
  • [32] PREDICTION COST MAINTENANCE MODEL OF OFFICE BUILDING BASED ON CONDITION-BASED MAINTENANCE
    Au-Yong, Cheong Peng
    Ali, Azlan Shah
    Ahmad, Faizah
    EKSPLOATACJA I NIEZAWODNOSC-MAINTENANCE AND RELIABILITY, 2014, 16 (02): : 319 - 324
  • [33] Railway condition-based maintenance model with stochastic deterioration
    Vale, Cecilia
    Ribeiro, Isabel M.
    JOURNAL OF CIVIL ENGINEERING AND MANAGEMENT, 2014, 20 (05) : 686 - 692
  • [34] A PRACTICAL APPLICATION OF A NEW METHOD FOR CONDITION-BASED MAINTENANCE
    BLAND, RJ
    KNEZEVIC, J
    MAINTENANCE MANAGEMENT INTERNATIONAL, 1987, 7 (01): : 31 - 35
  • [35] CONDITION-BASED MAINTENANCE.
    Baguley, Phil
    1600,
  • [36] 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
  • [37] Data fusion as a model for advanced condition-based maintenance
    Starr, A
    Hannah, P
    Esteban, J
    Willetts, R
    INSIGHT, 2002, 44 (08) : 503 - 507
  • [38] Data fusion as a model for advanced condition-based maintenance
    Starr, A.
    Hannah, P.
    Esteban, J.
    Willetts, R.
    Insight: Non-Destructive Testing and Condition Monitoring, 2002, 44 (08): : 503 - 507
  • [39] CONDITION-BASED MAINTENANCE.
    Baldin, Asturio E.
    Chemical Engineering (New York), 1981, 88 (16): : 89 - 95
  • [40] Model for quantifying the effect of circuit breaker maintenance using condition-based data
    Natti, Satish
    Kezunovic, Mladen
    2007 IEEE LAUSANNE POWERTECH, VOLS 1-5, 2007, : 1605 - 1610