On the Use of Mean Residual Life as a Condition Index for Condition-Based Maintenance Decision-Making

被引:65
作者
Khac Tuan Huynh [1 ,2 ]
Torres Castro, Inmaculada [3 ]
Barros, Anne [1 ,2 ]
Berenguer, Christophe [4 ,5 ]
机构
[1] Univ Technol Troyes, Charles Delaunay Inst, F-10004 Troyes, France
[2] Univ Technol Troyes, CNRS, STMR UMR 6279, F-10004 Troyes, France
[3] Univ Extremadura, Dept Math, Caceres 10071, Spain
[4] CNRS, GIPSA Lab, F-38402 St Martin Dheres, France
[5] Grenoble Inst Technol, F-38402 St Martin Dheres, France
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2014年 / 44卷 / 07期
关键词
Condition index; condition-based maintenance (CBM); degradation-threshold-dependent-shock (DTDS) model; maintenance cost model; maintenance decision-making; mean residual life function; stochastic process; SYSTEMS SUBJECT; RELIABILITY; DEGRADATION; PROGNOSTICS; FRAMEWORK; POLICY; MODEL;
D O I
10.1109/TSMC.2013.2290772
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper provides a methodology to analyze the efficiency of mean residual life in condition-based maintenance decision-making. A degradation-threshold-dependent-shock model is used to describe the evolution of a system subject to the dependent and competing failure modes due to degradation and shock. Based on this model, we compute the mean residual life of system and analyze its monotonicity. This property of mean residual life function allows introducing a new condition-based maintenance strategy whose preventive maintenance decision is based on the mean residual life. The proposed strategy is then compared to a maintenance strategy based on the degradation level only. Analyzing the equivalence, the performance and the flexibility of both strategies allow us to give some conclusions on the interest of the mean residual life as a condition index for maintenance decision-making.
引用
收藏
页码:877 / 893
页数:17
相关论文
共 48 条
[1]   An overview of time-based and condition-based maintenance in industrial application [J].
Ahmad, Rosmaini ;
Kamaruddin, Shahrul .
COMPUTERS & INDUSTRIAL ENGINEERING, 2012, 63 (01) :135-149
[2]  
[Anonymous], 1981, STAT THEORY RELIABIL
[3]  
Banjevic D., 2006, IMA Journal of Management Mathematics, V17, P115, DOI 10.1093/imaman/dpi029
[4]   Remaining useful life in theory and practice [J].
Banjevic, Dragan .
METRIKA, 2009, 69 (2-3) :337-349
[5]   Reduction in mean residual life in the presence of a constant competing risk [J].
Bebbington, Mark ;
Lai, Chin-Diew ;
Zitikis, Ricardas .
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2008, 24 (01) :51-63
[6]   Maintenance policy for a continuously monitored deteriorating system [J].
Bérenguer, C ;
Grall, A ;
Dieulle, L ;
Roussignol, M .
PROBABILITY IN THE ENGINEERING AND INFORMATIONAL SCIENCES, 2003, 17 (02) :235-250
[7]   TESTS AND CONFIDENCE SETS FOR COMPARING 2 MEAN RESIDUAL LIFE FUNCTIONS [J].
BERGER, RL ;
BOOS, DD ;
GUESS, FM .
BIOMETRICS, 1988, 44 (01) :103-115
[8]  
Blain C, 2007, PROC MONOGR ENG WATE, P2395
[9]   A competing risk model for the reliability of cylinder liners in marine Diesel engines [J].
Bocchetti, D. ;
Giorgio, M. ;
Guida, M. ;
Pulcini, G. .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2009, 94 (08) :1299-1307
[10]   Limiting behaviour of the mean residual life [J].
Bradley, DM ;
Gupta, RC .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2003, 55 (01) :217-226