Failure Analysis for Hydraulic System of Heavy-Duty Machine Tool with Incomplete Failure Data

被引:12
|
作者
Li, Shizheng [1 ,2 ]
Yang, Zhaojun [1 ,2 ]
Tian, Hailong [1 ,2 ,3 ]
Chen, Chuanhai [1 ,2 ]
Zhu, Yongfu [3 ]
Deng, Fuqin [4 ,5 ]
Lu, Song [6 ,7 ]
机构
[1] Jilin Univ, Key Lab CNC Equipment Reliabil, Minist Educ, Changchun 130025, Peoples R China
[2] Jilin Univ, Sch Mech & Aerosp Engn, Changchun 130025, Peoples R China
[3] Jilin Univ, Coll Mat Sci & Engn, Changchun 130025, Peoples R China
[4] Wuyi Univ, Fac Intelligent Mfg, Jiangmen 529000, Peoples R China
[5] Shenzhen Inst Artificial Intelligence & Robot Soc, Shenzhen 518101, Peoples R China
[6] China Lus118251 Hanslasercom, Shenzhen 518101, Peoples R China
[7] Dongguan Univ Technol, Sch Mech Engn, Dongguan 523808, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 03期
基金
中国国家自然科学基金;
关键词
heavy-duty machine tools; hydraulic system; fault tree analysis; reliability; Dempster-Shafer theory; rough set theory;
D O I
10.3390/app11031249
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A hydraulic system is a key subsystem of heavy-duty machine tools with a high failure intensity, the failure of which often causes shutdown of production and economic loss in machining. Therefore, it is necessary to implement failure analysis to identify the weak links of system and improve the reliability. For hydraulic system, there is often an amount of failure data collected in field, which help to calculate the occurrence probability of basic events through fault tree analysis method. However, the data are incomplete and uncertain. To address this issue, this study presents a fault tree analysis methodology. Experts' opinions are utilized, combined with field data based on the Dempster-Shafer theory and rough set theory to fill the incompleteness and eliminate the uncertainty. For application in a case study, a fault tree of the hydraulic system of heavy-duty machine tools is firstly constructed. Then, the importance analysis is performed to help identify the weak links of hydraulic system. The results show the critical basic events affecting the safety and reliability of a hydraulic system.
引用
收藏
页码:1 / 18
页数:18
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