A Bayesian Model for Integrating Multiple Sources of Lifetime Information in System-Reliability Assessments

被引：51

作者：

Reese, C. Shane ^{[1
]}

Wilson, Alyson G. ^{[2
]}

Guo, Jiqiang ^{[2
]}

Hamada, Michael S. ^{[3
]}

Johnson, Valen E. ^{[4
]}

机构：

[1] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA

[2] Iowa State Univ, Dept Stat, Ames, IA 50011 USA

[3] Los Alamos Natl Lab, Los Alamos, NM 87545 USA

[4] Univ Texas MD Anderson Canc Ctr, Dept Biostat & Appl Math, Houston, TX 77030 USA

来源：

JOURNAL OF QUALITY TECHNOLOGY | 2011年 / 43卷 / 02期

关键词：

Censored Data; Expert Opinion; Lifetime Data; Markov Chain Monte Carlo; Multicomponent System; Multilevel Data; Prior Information; SERIES SYSTEMS; BINOMIAL SUBSYSTEMS; CONFIDENCE-LIMITS; COMPONENT; INFERENCE; INTERVALS;

D O I：

10.1080/00224065.2011.11917851

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

We present a Bayesian model for assessing the reliability of multicomponent systems. Novel features of this model are the natural manner in which lifetime data collected at either the component, subsystem, or system level are integrated with prior information at any level. The model allows pooling of information between similar components, the incorporation of expert opinion, and straightforward handling of censored data. The methodology is illustrated with two examples.

引用

页码：127 / 141

页数：15

共 50 条

[1] A Bayesian nonparametric system reliability model which integrates multiple sources of lifetime information
Warr, Richard L.
Meyer, Jeremy M.
Curtis, Jackson T.
QUALITY ENGINEERING, 2023, 36 (04) : 758 - 773
[2] Enhancing the Reliability of Series-Parallel Systems With Multiple Redundancies by Using System-Reliability Inequalities
Todinov, Michael T.
ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART B-MECHANICAL ENGINEERING, 2023, 9 (04):
[3] Bayesian reliability modeling for masked system lifetime data
Kuo, L
Yang, TY
STATISTICS & PROBABILITY LETTERS, 2000, 47 (03) : 229 - 241
[4] System-Reliability Evaluation Based on Series Chain Model Under Exponential Distribution
Gu Ruoxing
Ma Xiaobing
Zhao Yu
MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 758 - 764
[5] Integrating multiple sources of ordinal information in portfolio optimization
Cela, Eranda
Hafner, Stephan
Mestel, Roland
Pferschy, Ulrich
ANNALS OF OPERATIONS RESEARCH, 2025, : 1967 - 1995
[6] Individual differences in integrating and coordinating multiple sources of information
Emerson, MJ
Miyake, A
Rettinger, DA
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 1999, 25 (05) : 1300 - 1321
[7] On investigation of the Bayesian anomaly in multiple imprecise dependent information aggregation for system reliability evaluation
Yang, Lechang
Wang, Pidong
Zhao, Wenhua
Wang, Chenxing
Wu, Xiuli
Faes, Matthias G. R.
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (06) : 2895 - 2921
[8] A Bayesian framework for accelerated reliability growth testing with multiple sources of uncertainty
Ruiz, Cesar
Pohl, Ed
Liao, Haitao
Sullivan, Kelly M.
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2019, 35 (03) : 837 - 853
[9] Multiobjective Bayesian Optimization for Aeroengine Using Multiple Information Sources
Chen, Ran
Yu, Jingjiang
Zhao, Zhengen
Li, Yuzhe
Fu, Jun
Chai, Tianyou
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 19 (11) : 11343 - 11352
[10] Bayesian Optimization of Multiobjective Functions Using Multiple Information Sources
Khatamsaz, Danial
Peddareddygari, Lalith
Friedman, Samuel
Allaire, Douglas
AIAA JOURNAL, 2021, 59 (06) : 1964 - 1974

← 1 2 3 4 5 →