Life-Prediction of Accelerated Life Testing Based on Support Vector Machine

被引:0
|
作者
Yin, Pengcheng [1 ]
Wang, Chengdong [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Mechatron Engn, Chengdu 610054, Peoples R China
来源
2011 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (ICQR2MSE) | 2011年
关键词
accelerated life testing; nonparameter model; support vector machine; life prediction;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
It is difficult for parametric methods to be used to analyze data from accelerated life testing when the type of life distributions is unknown. A practical model is proposed in this paper to predict the life of the items in accelerated life testing based on support vector machine. Simulation and experimental analysis show that, this approach has an advantage of high precision. The model can reflect the relationship between the stress levels, the reliability, and the life of the items each other. By using this model, a useful way to predict the life in accelerated life testing is presented in this paper.
引用
收藏
页码:284 / 286
页数:3
相关论文
共 50 条
  • [1] Research on bearing life prediction based on support vector machine and its application
    Sun, Chuang
    Zhang, Zhousuo
    He, Zhengjia
    9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011), 2011, 305
  • [2] Residual life prediction method for remanufacturing sucker rods based on magnetic memory testing and a support vector machine model
    Gao Yatian
    Leng Jiancheng
    Li Siqi
    INSIGHT, 2019, 61 (01) : 44 - 50
  • [3] Residual life prediction method for remanufacturing sucker rods based on magnetic memory testing and a support vector machine model
    Yatian G.
    Jiancheng L.
    Siqi L.
    Insight: Non-Destructive Testing and Condition Monitoring, 2019, 61 (01): : 44 - 50
  • [4] Screw Remaining Life Prediction Based on Quantum Genetic Algorithm and Support Vector Machine
    Zhang, Xiaochen
    Jiang, Dongxiang
    SHOCK AND VIBRATION, 2017, 2017
  • [5] Prediction of Contact Fatigue Life of Thermal Sprayed Coating Based on Support Vector Machine
    Ma, Runbo
    Dong, Lihong
    Wang, Haidou
    Binggong Xuebao/Acta Armamentarii, 2021, 42 (12): : 2743 - 2752
  • [6] Life-Prediction of the CSADT Based on BP Algorithm of ANN
    Zhang, Wei
    Jiang, Tongmin
    Li, Xiaoyang
    ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 2009 PROCEEDINGS, 2009, : 59 - 63
  • [7] RESTRICTIONS ON LIFE-PREDICTION METHODOLOGY IN POLYMERS
    CHRISTENSEN, RM
    MECHANICS RESEARCH COMMUNICATIONS, 1982, 9 (04) : 241 - 250
  • [8] Casing life prediction using Borda and support vector machine methods
    Xu Zhiqian
    Yan Xiangzhen
    Yang Xiujuan
    PETROLEUM SCIENCE, 2010, 7 (03) : 416 - 421
  • [9] Casing life prediction using Borda and support vector machine methods
    Xu Zhiqian Yan Xiangzhen and Yang Xiujuan College of Mechanical and Electronic Engineering China University of Petroleum Dongying Shandong China College of Storage Transportation and Architectural Engineering China University of Petroleum Dongying Shandong China
    Petroleum Science, 2010, 7 (03) : 416 - 421
  • [10] Casing life prediction using Borda and support vector machine methods
    Xu Zhiqian 1
    Petroleum Science, 2010, (03) : 416 - 421