Optimal maintenance policy for systems with environment-modulated degradation and random shocks considering imperfect maintenance

被引:4
|
作者
Mai, Yuxi [1 ]
Xue, Jianwu [1 ]
Wu, Bei [1 ]
机构
[1] Northwestern Polytech Univ, Sch Management, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
Dependent competing failure process; Distribution analysis; Dynamic environment; Imperfect maintenance; Reliability; OPTIMAL PREVENTIVE-MAINTENANCE; COMPETING FAILURE PROCESSES; RELIABILITY; SUBJECT; AVAILABILITY; OPTIMIZATION; PERFORMANCE; WARRANTY; MODELS; HARD;
D O I
10.1016/j.ress.2023.109597
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Modern equipment usually suffers from coupling effects of natural degradation and random shocks under dynamic environments which can lead to sudden and unexpected failure. Imperfect maintenance is often preferred over system replacement due to its time and cost efficiency, but the system lifespan may be reduced with increased imperfect maintenance actions. In such cases, it is imperative for decision-makers to make trade-offs between imperfect maintenance and replacement actions. To address this issue, we propose a reliability model for systems subject to multiple dependent competing failure processes under dynamic environments, where several imperfect maintenance actions are performed before replacement. The dynamic environment of the system follows a continuous-time Markov process, and its natural degradation behavior under different environments is controlled by distinct gamma processes. We derive important distributions and expectations to describe system performance, such as imperfect maintenance cycles and replacement cycles, using Laplace transforms. Then, an optimization problem is proposed whose decision variable is the number of imperfect maintenance actions between two adjacent replacements, aiming to maximize the long-term expected profit rate with constraints of availability and expected running time. Finally, a case study of a Micro-electromechanical system is provided to illustrate the effectiveness of the proposed model.
引用
收藏
页数:14
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