Probabilistic competing failure analysis in phased-mission systems
•Reliability of phased-mission systems with probabilistic function dependence is analyzed.•Time-domain competition between failure propagation and probabilistic isolation effects is modeled.•A detailed case study of a wireless body area network is provided.•Correctness of the proposed method is veri...
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Published in | Reliability engineering & system safety Vol. 176; pp. 37 - 51 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
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Elsevier Ltd
01.08.2018
Elsevier BV |
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Online Access | Get full text |
ISSN | 0951-8320 1879-0836 |
DOI | 10.1016/j.ress.2018.03.031 |
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Abstract | •Reliability of phased-mission systems with probabilistic function dependence is analyzed.•Time-domain competition between failure propagation and probabilistic isolation effects is modeled.•A detailed case study of a wireless body area network is provided.•Correctness of the proposed method is verified using Monte Carlo simulations.
Many real-world systems are classified as phased-mission systems (PMSs). These systems involve multiple, consecutive, non-overlapping phases of operations, where system configuration and component behavior can vary from phase to phase due to changing tasks and environmental conditions. In addition, statistical dependencies exist across phases for a given component. These dynamic, dependent behaviors make reliability analysis of PMSs more challenging than single-phase systems. Further complicating the PMS analysis is the probabilistic functional dependence behavior where operations of some system components (referred to as probabilistic-dependent components) rely on functions of other components (referred to as trigger components) with certain probabilities. Time-domain competitions exist between a trigger component failure and propagated failures of related probabilistic-dependent components; different occurrence sequences can cause distinct system statuses. This paper models effects of phase-dependent, probabilistic competing failures, and suggests a multiple-valued decision diagram-based combinatorial procedure for reliability analysis of non-repairable PMSs. The method is applicable to arbitrary types of time-to-failure distributions for system components and probabilistic isolation factors, as well as different statistical relationships between local and propagated failures of the same component. A case study is presented to illustrate applications and advantages of the proposed method. Correctness of the method is verified using Monte Carlo simulations. |
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AbstractList | •Reliability of phased-mission systems with probabilistic function dependence is analyzed.•Time-domain competition between failure propagation and probabilistic isolation effects is modeled.•A detailed case study of a wireless body area network is provided.•Correctness of the proposed method is verified using Monte Carlo simulations.
Many real-world systems are classified as phased-mission systems (PMSs). These systems involve multiple, consecutive, non-overlapping phases of operations, where system configuration and component behavior can vary from phase to phase due to changing tasks and environmental conditions. In addition, statistical dependencies exist across phases for a given component. These dynamic, dependent behaviors make reliability analysis of PMSs more challenging than single-phase systems. Further complicating the PMS analysis is the probabilistic functional dependence behavior where operations of some system components (referred to as probabilistic-dependent components) rely on functions of other components (referred to as trigger components) with certain probabilities. Time-domain competitions exist between a trigger component failure and propagated failures of related probabilistic-dependent components; different occurrence sequences can cause distinct system statuses. This paper models effects of phase-dependent, probabilistic competing failures, and suggests a multiple-valued decision diagram-based combinatorial procedure for reliability analysis of non-repairable PMSs. The method is applicable to arbitrary types of time-to-failure distributions for system components and probabilistic isolation factors, as well as different statistical relationships between local and propagated failures of the same component. A case study is presented to illustrate applications and advantages of the proposed method. Correctness of the method is verified using Monte Carlo simulations. Many real-world systems are classified as phased-mission systems (PMSs). These systems involve multiple, consecutive, non-overlapping phases of operations, where system configuration and component behavior can vary from phase to phase due to changing tasks and environmental conditions. In addition, statistical dependencies exist across phases for a given component. These dynamic, dependent behaviors make reliability analysis of PMSs more challenging than single-phase systems. Further complicating the PMS analysis is the probabilistic functional dependence behavior where operations of some system components (referred to as probabilistic-dependent components) rely on functions of other components (referred to as trigger components) with certain probabilities. Time-domain competitions exist between a trigger component failure and propagated failures of related probabilistic-dependent components; different occurrence sequences can cause distinct system statuses. This paper models effects of phase-dependent, probabilistic competing failures, and suggests a multiple-valued decision diagram-based combinatorial procedure for reliability analysis of non-repairable PMSs. The method is applicable to arbitrary types of time-to-failure distributions for system components and probabilistic isolation factors, as well as different statistical relationships between local and propagated failures of the same component. A case study is presented to illustrate applications and advantages of the proposed method. Correctness of the method is verified using Monte Carlo simulations. |
Author | Xing, Liudong Wang, Yujie Huang, Ning Levitin, Gregory |
Author_xml | – sequence: 1 givenname: Yujie surname: Wang fullname: Wang, Yujie organization: School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China – sequence: 2 givenname: Liudong surname: Xing fullname: Xing, Liudong email: lxing@umassd.edu organization: School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China – sequence: 3 givenname: Gregory orcidid: 0000-0002-2107-8291 surname: Levitin fullname: Levitin, Gregory organization: The Israel Electric Corporation, PO Box 10, Haifa 31000, Israel – sequence: 4 givenname: Ning surname: Huang fullname: Huang, Ning organization: School of Reliability and Systems Engineering, Beihang University, Beijing, China |
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Keywords | Probabilistic competing effect Reliability modeling Phased-mission system Wireless body area network |
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Snippet | •Reliability of phased-mission systems with probabilistic function dependence is analyzed.•Time-domain competition between failure propagation and... Many real-world systems are classified as phased-mission systems (PMSs). These systems involve multiple, consecutive, non-overlapping phases of operations,... |
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SubjectTerms | Combinatorial analysis Component reliability Computer simulation Decision analysis Dependence Environmental conditions Failure analysis Mean time to failure Monte Carlo simulation Phased-mission system Probabilistic competing effect Reliability analysis Reliability engineering Reliability modeling Sequences Statistical analysis Statistics Wireless body area network Wireless networks |
Title | Probabilistic competing failure analysis in phased-mission systems |
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