Reliability analysis of multistate systems based on Bayesian networks

被引:0
作者
Zhou, Zhongbao [1 ]
Jin, Guang [1 ]
Dong, Doudou [1 ]
Zhou, Jinglun [1 ]
机构
[1] Natl Univ Def Technol, Sch Informat Syst & Management, Changsha 410073, Peoples R China
来源
13TH ANNUAL IEEE INTERNATIONAL SYMPOSIUM AND WORKSHOP ON ENGINEERING OF COMPUTER BASED SYSTEMS, PROCEEDINGS: MASTERING THE COMPLEXITY OF COMPUTER-BASED SYSTEMS | 2006年
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the difficulty of reliability analysis of multistate systems, a new method based on Bayesian networks is proposed through an example. Reliability block diagram and logic operators are firstly established according to the hierarchy of structure and function of multistate systems, and the Bayesian networks is constructed based on the reliability block diagram, distribution of components and logic operators, then the analysis is performed. The paper shows that the new method based on Bayesian networks could model generic multistate systems and basic inference techniques on Bayesian networks may be used to obtain classical parameters in reliability analysis (i.e. probability of the top event or of any subsystem, etc.). Moreover, by using Bayesian networks, some additional information can be obtained at the analysis level which could be used to perform diagnosis and complex common cause problems can be handled conveniently. The comparison with traditional method is carried out by means of an example of radar system taken from literature.
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页码:344 / +
页数:3
相关论文
共 16 条
[1]  
Barlow R. E., 1978, Mathematics of Operations Research, V3, P275, DOI 10.1287/moor.3.4.275
[2]   Improving the analysis of dependable systems by mapping fault trees into Bayesian networks [J].
Bobbio, A ;
Portinale, L ;
Minichino, M ;
Ciancamerla, E .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2001, 71 (03) :249-260
[3]  
BOBBIO A, 1999, 18 INT C COMP SAF RE
[4]   COHERENT SYSTEMS WITH MULTISTATE COMPONENTS [J].
CALDAROLA, L .
NUCLEAR ENGINEERING AND DESIGN, 1980, 58 (01) :127-139
[5]   MULTISTATE COHERENT SYSTEMS [J].
ELNEWEIHI, E ;
PROSCHAN, F ;
SETHURAMAN, J .
JOURNAL OF APPLIED PROBABILITY, 1978, 15 (04) :675-688
[6]  
GERARDO J, 1998, 6 IB C AI
[7]   ON MULTISTATE SYSTEM-ANALYSIS [J].
JANAN, X .
IEEE TRANSACTIONS ON RELIABILITY, 1985, 34 (04) :329-337
[8]  
LANGSETH H, 2004, 4 INT C MATH METH RE
[9]  
Murphy K., 2001, Computing Science and Statistics, V33, P1024
[10]  
MURPHY KP, 2005, BRIEF INTRO GRAPHICA