Bayesian analysis for system reliability inferences

被引:1
|
作者
Tran, TH [1 ]
Murdock, WP [1 ]
Pohl, EA [1 ]
机构
[1] USAF, Mat Command, Study & Anal Grp, Wright Patterson AFB, OH 45433 USA
关键词
Bayes analysis; reliability prediction; reliability estimates; test and evaluation;
D O I
10.1109/RAMS.1999.744111
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Due to declining defense budgets, operational test and evaluation programs for military systems have been downsized. One significant result is less system operational test data. This leads to lower classical confidence inferences on critical measures of performance such as system reliability. This paper explores the use of Bayesian methods to compensate for this decrease in test data by integrating developmental test and evaluation data into the operational test and evaluation phase. Specifically, the reliability of a series system, a parallel system and a classic bridge system are examined over a range of mission times. Components in this study are assumed to have exponential lifetimes. Using simulated data for the three systems, the Bayesian methods produce tighter probability intervals for the system reliability than the confidence intervals found through classical inference methods.
引用
收藏
页码:151 / 157
页数:7
相关论文
共 50 条
  • [31] Reliability analysis for manufacturing system of drive shaft based on dynamic Bayesian network
    Cheng, Taotao
    Fan, Diqing
    Liu, Xintian
    Wang, Jingang
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2024, 40 (08) : 4482 - 4497
  • [32] Reliability Analysis and Fault Diagnosis for Power System via Dynamic Bayesian Network
    Li X.
    Huang H.-Z.
    Huang P.
    Li Y.-F.
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2021, 50 (04): : 603 - 608
  • [33] The Bayesian Analysis of Reliability of electrical products
    Jin Shao-hua
    Lu Jian-guo
    Wan Yan-ping
    Sun Shu-guang
    ISCSCT 2008: INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND COMPUTATIONAL TECHNOLOGY, VOL 1, PROCEEDINGS, 2008, : 430 - 433
  • [34] Hydraulic System Reliability Modelling and Analysis Based on Convex Model Bayesian Network
    Chen, Dongning
    Zhang, Yuliang
    Yao, Chengyu
    Lv, Shijun
    PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON FLUID POWER AND MECHATRONICS - FPM 2015, 2015, : 1297 - 1301
  • [35] Mission Reliability Analysis of Missile Defense System Based on DODAF and Bayesian Networks
    Liu, Bin
    Wu, Xiaoyue
    2011 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (ICQR2MSE), 2011, : 777 - 780
  • [36] A model for Bayesian software reliability analysis
    Zequeira, RI
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2000, 16 (03) : 187 - 193
  • [37] Bayesian decision analysis and reliability certification
    Papazoglou, IA
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 1999, 66 (02) : 177 - 198
  • [38] Reliability Analysis of Vehicle Braking System Based on Hyperellipsoidal Dynamic Bayesian Network
    Tian, Yingjie
    Wen, Jing
    Zheng, Shubin
    APPLIED SCIENCES-BASEL, 2025, 15 (03):
  • [39] A Bayesian analysis of reliability improvement experiments
    Yu, I-Tang
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2017, 33 (08) : 2531 - 2538
  • [40] Bayesian reinforcement learning reliability analysis
    Zhou, Tong
    Guo, Tong
    Dang, Chao
    Beer, Michael
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 424