Selective Maintenance on a Multi-State Transportation System Considering Maintenance Sequence Arrangement

被引:12
|
作者
Sun, Yao [1 ]
Sun, Zhili [1 ]
机构
[1] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, Peoples R China
基金
中国国家自然科学基金;
关键词
Maintenance engineering; Transportation; Systems operation; Optimization; Load modeling; Sun; Markov processes; Ant colony optimisation algorithm; maintenance sequence arrangement; multi-state system; selective maintenance; SERIES-PARALLEL SYSTEMS; ANT COLONY OPTIMIZATION; POLICIES;
D O I
10.1109/ACCESS.2021.3078140
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The mission for a type of transportation system is to complete a certain transportation volume within a predetermined period, during which maintenance is also performed. In such a system, any unit selected to be maintained is often connected to the system to participate in the system operation immediately after its maintenance, and its participation in the system operation at different moments has different effects. Based on this consideration, this paper proposes a new selective maintenance model for a multi-state system wherein the maintenance sequence arrangement is considered. In this selective maintenance problem, to maximise the system reliability, a sub-set of all desired maintenance activities is selected, and the sequence of the selected maintenance activities to be performed is arranged, with the transportation volume requirement and the limited budget considered. An ant colony optimisation algorithm is tailored for the resulting optimisation problem. Two example analyses are presented to illustrate the effectiveness of the tailored ant colony optimisation algorithm and the effect of the proposed selective maintenance. The results show that the tailored ant colony optimisation algorithm is effective for the proposed selective maintenance model. This selective maintenance can significantly improve the system reliability when the predetermined period is relatively short, and this maintenance effect of improving the system reliability gradually weakens as the predetermined period becomes longer. Increasing the budget and decreasing the transportation volume requirement can slow this weakening of the maintenance effect.
引用
收藏
页码:70048 / 70060
页数:13
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