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
  • [31] Birnbaum-Saunders Mixed Models for Censored Reliability Data Analysis
    Villegas, Cristian
    Paula, Gilberto A.
    Leiva, Victor
    IEEE TRANSACTIONS ON RELIABILITY, 2011, 60 (04) : 748 - 758
  • [32] Approximate Bayesian computation for censored data and its application to reliability assessment
    McCullough, Kristin
    Ebrahimi, Nader
    IISE TRANSACTIONS, 2018, 50 (05) : 419 - 430
  • [33] Design and Reliability Analysis of Electrical Control System of Computer Numerical Control (CNC) Machine Tools
    Chu, Jian
    Gao, Lisha
    Li, Gang
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (01): : 184 - 187
  • [34] A log-linear regression model for the odd Weibull distribution with censored data
    Ortega, Edwin M. M.
    Cordeiro, Gauss M.
    Hashimoto, Elizabeth M.
    Cooray, Kahadawala
    JOURNAL OF APPLIED STATISTICS, 2014, 41 (09) : 1859 - 1880
  • [35] Reconfigurability Research of Satellite Attitude Control System under Reliability Constraints
    Hu Yusang
    Wang Dayi
    Liu Chengrui
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 3250 - 3254
  • [36] Research on Reliability Design of Network Nodes in Operational Command and Control System
    Yang Jing-bao
    Liu Yu
    PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2017, : 724 - 728
  • [37] Stochastic quantile-filling augmentation algorithm to censored and accurate reliability data
    Kong, Dejing
    Huang, Jinbo
    Balakrishnan, Narayanaswamy
    Cui, Lirong
    COMPUTERS & INDUSTRIAL ENGINEERING, 2017, 108 : 27 - 38
  • [38] BATHTUB HAZARD MODEL WITH COVARIATE AND RIGHT CENSORED DATA
    Ismail, Idari
    Arasan, Jayanthi
    Mustafa, Mohd Shafie
    Safari, Muhammad Aslam mohd
    JOURNAL OF QUALITY MEASUREMENT AND ANALYSIS, 2022, 18 (03): : 1 - 15
  • [39] Weibull mixture estimation based on censored data with applications to clustering in reliability engineering
    Lamalle, Florian
    Feuillard, Vincent
    Sabourin, Anne
    Clemencon, Stephan
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2024, 40 (08) : 4247 - 4261
  • [40] Research of Reliability-Based Four Layers Access Control Model
    Li Huaiming
    Ke, Tian
    Yang Shuai
    Wang Xuehua
    Zhong Qiuyan
    2009 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 3, 2009, : 385 - 388