Reliability analysis for complex systems based on generalized stochastic petri nets and EDA approach considering common cause failure
Purpose This paper aims to deal with the problems of failure dependence and common cause failure (CCF) that arise in reliability analysis of complex systems. Design/methodology/approach Firstly, a dynamic fault tree (DFT) is used to capture the dynamic failure behaviours and converted into an equiva...
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Published in | Engineering computations Vol. 37; no. 5; pp. 1513 - 1530 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Bradford
Emerald Publishing Limited
11.05.2020
Emerald Group Publishing Limited |
Subjects | |
Online Access | Get full text |
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Summary: | Purpose
This paper aims to deal with the problems of failure dependence and common cause failure (CCF) that arise in reliability analysis of complex systems.
Design/methodology/approach
Firstly, a dynamic fault tree (DFT) is used to capture the dynamic failure behaviours and converted into an equivalent generalized stochastic petri net (GSPN) for quantitative analysis. Secondly, an efficient decomposition and aggregation (EDA) theory is combined with GSPN to deal with the CCF problem, which exists in redundant systems. Finally, Birnbaum importance measure (BIM) is calculated based on the EDA approach and GSPN model, and it is used to take decisions for system improvement and fault diagnosis.
Findings
In this paper, a new reliability evaluation method for dynamic systems subject to CCF is presented based on the DFT analysis and the GSPN model. The GSPN model is easy to capture dynamic failure behaviours of complex systems, and the movement of tokens in the GSPN model represent the changes in the state of the systems. The proposed method takes advantage of the GSPN model and incorporates the EDA method into the GSPN, which simplifies the reliability analysis process. Meanwhile, simulation results under different conditions show that CCF has made a considerable impact on reliability analysis for complex systems, which indicates that the CCF should not be ignored in reliability analysis.
Originality/value
The proposed method combines the EDA theory with the GSPN model to improve the efficiency of the reliability analysis. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ISSN: | 0264-4401 1758-7077 |
DOI: | 10.1108/EC-05-2019-0241 |