Research on the Numerical Control System Reliability Model Using Censored Data

被引:3
|
作者
Qiao, Weiwei [1 ]
Jiao, Jingshan [1 ]
Jia, Yazhou [2 ]
机构
[1] AF Aviat Univ, Dept Aviat Theory, Changchun, Peoples R China
[2] Jilin Univ, Acad Mech Sci & Engn, Changchun, Peoples R China
来源
2009 IEEE 16TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS | 2009年
关键词
failure; censored data; reliability; modeling;
D O I
10.1109/ICIEEM.2009.5344468
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In the analysis of data for the reliability in CNC system, people commonly do not consider censored time. With the continuous improvement of reliability in CNC system, the failure rate is usually low in the timing censored test. All these produce a certain error in data analysis and parameter estimation. To solve this problem, this paper proposed to use censored data in the data analysis. First preprocess data of failure interval time, followed by the application of the cumulative failure rate to determine the distribution types primarily, then the maximum likelihood method is used to estimate the distributed parameters followed by fitting test with Hollander-Proschan method to get the distribution model. In this paper, failure data from 13 of a certain type numerical control system in four-month test were performed for processing and proved this method could improve precision in data analysis of reliability in CNC system.
引用
收藏
页码:1204 / +
页数:2
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