Assessment Method of Heavy NC Machine Reliability Based on Bayes Theory

被引:0
|
作者
张雷 [1 ,2 ]
王太勇 [1 ,2 ]
胡占齐 [3 ]
机构
[1] Key Laboratory of Mechanism Theory and Equipment Design of Ministry of Education,Tianjin University
[2] Tianjin NC System Engineering Center, Tianjin University
[3] College of Mechanical Engineering, Yanshan University
关键词
heavy NC machine; reliability assessment; Bayes method; prior information;
D O I
暂无
中图分类号
TP18 [人工智能理论]; TG659 [程序控制机床、数控机床及其加工];
学科分类号
080202 ; 081104 ; 0812 ; 0835 ; 1405 ;
摘要
It is difficult to collect the prior information for small-sample machinery products when their reliability is assessed by using Bayes method. In this study, an improved Bayes method with gradient reliability(GR) results as prior information was proposed to solve the problem. A certain type of heavy NC boring and milling machine was considered as the research subject, and its reliability model was established on the basis of its functional and structural characteristics and working principle. According to the stress-intensity interference theory and the reliability model theory, the GR results of the host machine and its key components were obtained. Then the GR results were deemed as prior information to estimate the probabilistic reliability(PR) of the spindle box, the column and the host machine in the present method. The comparative studies demonstrated that the improved Bayes method was applicable in the reliability assessment of heavy NC machine tools.
引用
收藏
页码:105 / 109
页数:5
相关论文
共 50 条
  • [1] Assessment method of heavy NC machine reliability based on Bayes theory
    Zhang L.
    Wang T.
    Hu Z.
    Transactions of Tianjin University, 2016, 22 (2) : 105 - 109
  • [2] Assessment Method of Heavy NC Machine Reliability Based on Bayes Theory
    张雷
    王太勇
    胡占齐
    Transactions of Tianjin University, 2016, 22 (02) : 105 - 109
  • [3] The Reliability Evaluation of Heavy Nc Machine Tool Based on Fuzzy Theory
    Zhu, Xiaoli
    3RD INTERNATIONAL CONFERENCE ON APPLIED ENGINEERING, 2016, 51 : 889 - 894
  • [4] Nc Machine Tools Reliability Assessment Based on Survival Analysis
    Cao, Zhu-Ming
    Sun, Hong-Mei
    Liu, Zhi-Jun
    Chen, Ming-Hui
    MECHANICS AND MATERIALS SCIENCE, 2018, : 659 - 664
  • [5] Research Of Software Reliability Estimation Method Based on Bayes Theory
    Zhang Bo-ping
    Zhang Cui-shan
    2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 3, 2009, : 66 - +
  • [6] Calculation method for system reliability of dam based on Bayes theory
    Xu, Qiang
    Chen, Jian-Yun
    Li, Jing
    Fan, Shu-Li
    Dalian Ligong Daxue Xuebao/Journal of Dalian University of Technology, 2011, 51 (01): : 84 - 89
  • [7] Bayes method for torpedo reliability assessment
    Song, Baowei
    Yan, Weisheng
    Xu, Demin
    Jixie Kexue Yu Jishu/Mechanical Science and Technology, 1998, 17 (03): : 371 - 374
  • [8] Reliability assessment of slot-parachute inflation based on Bayes theory
    Gao, Xing-Long
    Zhang, Qing-Bin
    Tang, Qian-Gang
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2014, 84 (06) : 1159 - 1172
  • [9] Bayesian Reliability Assessment Method for Single NC Machine Tool Under Zero Failures
    Li, Hongzhou
    Chen, Fei
    Yang, Zhaojun
    Kan, Yingnan
    Wang, Liding
    APPLICATIONS AND TECHNIQUES IN INFORMATION SECURITY, ATIS 2015, 2015, 557 : 291 - 302
  • [10] Reliability Allocation of NC Machine Tool Subsystem Based on Improved ARINC Method
    Huang X.-Z.
    Sun C.
    Zhao C.-Y.
    Liu Y.
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2024, 45 (02): : 226 - 233