Importance analysis in reliability engineering is used to find the weakest components in a system. Traditional importance measures for multi-state systems analysis mainly pay attention to the reliability or structure characteristics of components, but seldom consider the causalities between components in the system under uncertainty. In order to solve the above problems, the multi-state system Bayesian network is proposed to represent the multi-state system under uncertainty and facilitate the component importance calculation. Then, this paper puts forward a separate subset algorithm based on the Bayesian information criterion and K2 algorithm to build the multi-state system Bayesian network of practical systems automatically. By considering the reliability, structure and causality characteristics of components comprehensively, the integrated importance measure is also presented to describe the effects of component failures on the state distribution of the multi-state system under uncertainty. Finally, the application of the multi-state system Bayesian network, the separate subset algorithm and the integrated importance measure in a simple head-up display system is implemented to verify the effectiveness of the proposed methods in components importance analysis. (C) 2010 Elsevier Ltd. All rights reserved.
机构:
Key Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua UniversityKey Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua University
Xibin Zhao
Shubin Si
论文数: 0引用数: 0
h-index: 0
机构:
Ministry of Education Key Laboratory of Contemporary Design and Integrated Manufacturing Technology,School of Mechatronics,Northwestern Polytechnical UniversityKey Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua University
Shubin Si
Hongyan Dui
论文数: 0引用数: 0
h-index: 0
机构:
Ministry of Education Key Laboratory of Contemporary Design and Integrated Manufacturing Technology,School of Mechatronics,Northwestern Polytechnical UniversityKey Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua University
Hongyan Dui
Zhiqiang Cai
论文数: 0引用数: 0
h-index: 0
机构:
Ministry of Education Key Laboratory of Contemporary Design and Integrated Manufacturing Technology,School of Mechatronics,Northwestern Polytechnical UniversityKey Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua University
Zhiqiang Cai
Shudong Sun
论文数: 0引用数: 0
h-index: 0
机构:
Ministry of Education Key Laboratory of Contemporary Design and Integrated Manufacturing Technology,School of Mechatronics,Northwestern Polytechnical UniversityKey Laboratory for Information System Security of Ministry of Education,School of Software,Tsinghua University
机构:
School of Science, Northwestern Polytechnical University, Xi'an 710072, ChinaSchool of Science, Northwestern Polytechnical University, Xi'an 710072, China
Tu, Hui-Ling
Zhang, Sheng-Gui
论文数: 0引用数: 0
h-index: 0
机构:
School of Science, Northwestern Polytechnical University, Xi'an 710072, ChinaSchool of Science, Northwestern Polytechnical University, Xi'an 710072, China
Zhang, Sheng-Gui
Si, Shu-Bin
论文数: 0引用数: 0
h-index: 0
机构:
School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an 710072, ChinaSchool of Science, Northwestern Polytechnical University, Xi'an 710072, China
Si, Shu-Bin
Dui, Hong-Yan
论文数: 0引用数: 0
h-index: 0
机构:
School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an 710072, ChinaSchool of Science, Northwestern Polytechnical University, Xi'an 710072, China