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
相关论文
共 50 条
  • [41] Reliability estimation for petrochemical safety devices under multiple timing censored data
    Han S.
    Wang H.
    Zheng W.
    Zhou W.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2023, 29 (04): : 1107 - 1114
  • [42] Reliability analysis and safety model checking of Safety-Critical and control Systems: A case study of NPP control system
    Kumar, Vinay
    Mishra, Kailash Chandra
    Singh, Pooja
    Hati, Aditya Narayan
    Mamdikar, Mohan Rao
    Singh, Lalit Kumar
    Parida, R. N. Ramakant
    ANNALS OF NUCLEAR ENERGY, 2022, 166
  • [43] Research on reliability analytical method of complex system based on CBN model
    Yuantao Sun
    Kaige Chen
    Chao Liu
    Qing Zhang
    Xianrong Qin
    Journal of Mechanical Science and Technology, 2021, 35 : 107 - 120
  • [44] Research on reliability analytical method of complex system based on CBN model
    Sun, Yuantao
    Chen, Kaige
    Liu, Chao
    Zhang, Qing
    Qin, Xianrong
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2021, 35 (01) : 107 - 120
  • [45] Research on Reliability for Electrical System
    Wu, Zhi-liang
    Li, Neng
    Yao, Yu-bin
    Wang, Dan
    2018 3RD INTERNATIONAL CONFERENCE ON AUTOMATION, MECHANICAL AND ELECTRICAL ENGINEERING (AMEE 2018), 2018, 298 : 122 - 125
  • [46] Modeling censored data using modified lambda family
    Haridas, Haritha N.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (08) : 3838 - 3847
  • [47] A mathematical model to optimize the reliability of the satellite attitude determination and control system
    Mansouri A.
    Alem-Tabriz A.
    Scientia Iranica, 2022, 29 (6 E) : 3505 - 3522
  • [48] Estimation of the Reliability of the Gear–Motor System Using a Markov Model
    A. I. Abdullaev
    I. G. Chalabi
    Journal of Machinery Manufacture and Reliability, 2020, 49 : 129 - 136
  • [50] Data augmentation for a Bayesian spatial model involving censored observations
    Fridley, Brooke L.
    Dixon, Philip
    ENVIRONMETRICS, 2007, 18 (02) : 107 - 123