Reliability of the system with loops: Factor graph based approach
•Factor graph based reliability analysis method is suggested.•To consider logical loop structure, modified belief propagation algorithm is suggested.•The result of factor graph based approach shows exactly same result as the analytic solution.•With suggested methodology, intuitive graph based reliab...
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| Published in | Reliability engineering & system safety Vol. 208; p. 107407 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
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Elsevier Ltd
01.04.2021
Elsevier BV |
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| Online Access | Get full text |
| ISSN | 0951-8320 1879-0836 |
| DOI | 10.1016/j.ress.2020.107407 |
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| Abstract | •Factor graph based reliability analysis method is suggested.•To consider logical loop structure, modified belief propagation algorithm is suggested.•The result of factor graph based approach shows exactly same result as the analytic solution.•With suggested methodology, intuitive graph based reliability analysis can be conducted even if there exist logical loop structure.
Evaluating systems’ vulnerability is important in safety critical systems. For this reason, probabilistic safety assessments (PSAs) are widely conducted in the nuclear industry. To ensure efficient, and accurate reliability analyses, several reliability evaluation methods have been developed. The most familiar method is fault tree analysis. However, as the system becomes more complex, the fault tree structure becomes even more complicated. As an alternative, the graph-based reliability analysis method has been developed. However, conventional graph-based analyses have difficulty with considering a logical loop structure. Here, we suggest a factor graph and belief propagation algorithm based logical loop analysis method for intuitive logical loop consideration. To solve the problem efficiently we modified the belief propagation rules. The proposed methodology was successfully applied to 3-system-in-loop and 4-system- in-loop. |
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| AbstractList | Evaluating systems' vulnerability is important in safety critical systems. For this reason, probabilistic safety assessments (PSAs) are widely conducted in the nuclear industry. To ensure efficient, and accurate reliability analyses, several reliability evaluation methods have been developed. The most familiar method is fault tree analysis. However, as the system becomes more complex, the fault tree structure becomes even more complicated. As an alternative, the graph-based reliability analysis method has been developed. However, conventional graph-based analyses have difficulty with considering a logical loop structure. Here, we suggest a factor graph and belief propagation algorithm based logical loop analysis method for intuitive logical loop consideration. To solve the problem efficiently we modified the belief propagation rules. The proposed methodology was successfully applied to 3-system-in-loop and 4-system- in-loop. •Factor graph based reliability analysis method is suggested.•To consider logical loop structure, modified belief propagation algorithm is suggested.•The result of factor graph based approach shows exactly same result as the analytic solution.•With suggested methodology, intuitive graph based reliability analysis can be conducted even if there exist logical loop structure. Evaluating systems’ vulnerability is important in safety critical systems. For this reason, probabilistic safety assessments (PSAs) are widely conducted in the nuclear industry. To ensure efficient, and accurate reliability analyses, several reliability evaluation methods have been developed. The most familiar method is fault tree analysis. However, as the system becomes more complex, the fault tree structure becomes even more complicated. As an alternative, the graph-based reliability analysis method has been developed. However, conventional graph-based analyses have difficulty with considering a logical loop structure. Here, we suggest a factor graph and belief propagation algorithm based logical loop analysis method for intuitive logical loop consideration. To solve the problem efficiently we modified the belief propagation rules. The proposed methodology was successfully applied to 3-system-in-loop and 4-system- in-loop. |
| ArticleNumber | 107407 |
| Author | Kim, Seung Geun Chae, Young Ho Seong, Poong Hyun |
| Author_xml | – sequence: 1 givenname: Young Ho surname: Chae fullname: Chae, Young Ho organization: Department of Nuclear and Quantum Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, South Korea – sequence: 2 givenname: Seung Geun surname: Kim fullname: Kim, Seung Geun organization: Korea Atomic Energy Research Institute, Daedeok-daero 989Beon-gil, Yuseong-gu, Daejeon 111, South Korea – sequence: 3 givenname: Poong Hyun surname: Seong fullname: Seong, Poong Hyun email: phseong1@kaist.ac.kr organization: Department of Nuclear and Quantum Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, South Korea |
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| References | Kim (bib0006) 2011; 38 Kschischang, Frey, Loeliger (bib0011) 2001; vol. 47 G. Levitin, “The universal generating function in reliability analysis and optimization” 10.1007/1-84628-245-4 (2005). Keller, Modarres (bib0002) 2005; 89 Yang, Han, Park, Jin (bib0007) 1996; 56 (bib0001) 1975 (bib0008) 1983 Matsuoka (bib0010) 2009; 94 So, Kim (bib0004) 2017 Guo, Yang (bib0005) 2007; 92 Vaurio (bib0009) 2007; 92 Keller (10.1016/j.ress.2020.107407_bib0002) 2005; 89 Guo (10.1016/j.ress.2020.107407_bib0005) 2007; 92 Matsuoka (10.1016/j.ress.2020.107407_bib0010) 2009; 94 Kschischang (10.1016/j.ress.2020.107407_bib0011) 2001; vol. 47 Kim (10.1016/j.ress.2020.107407_bib0006) 2011; 38 10.1016/j.ress.2020.107407_bib0003 So (10.1016/j.ress.2020.107407_bib0004) 2017 Vaurio (10.1016/j.ress.2020.107407_bib0009) 2007; 92 Yang (10.1016/j.ress.2020.107407_bib0007) 1996; 56 (10.1016/j.ress.2020.107407_bib0008) 1983 (10.1016/j.ress.2020.107407_bib0001) 1975 |
| References_xml | – volume: 92 start-page: 1473 year: 2007 end-page: 1475 ident: bib0009 article-title: A recursive method for breaking complex logic loops in Boolean system models publication-title: Reliab Eng Syst Saf – year: 1983 ident: bib0008 article-title: Handbook of human reliability analysis with emphasis on nuclear power plant applications – year: 2017 ident: bib0004 article-title: Development of review technology for fault trees in probabilistic safety assessment of nuclear power plants publication-title: Trans Korean Nucl Soc Spring Meet – volume: 89 start-page: 271 year: 2005 end-page: 285 ident: bib0002 article-title: A historical overview of probabilistic risk assessment development and its use in the nuclear power industry: a tribute to the late Professor Norman Carl Rasmussen publication-title: Reliab Eng Syst Saf – volume: vol. 47 start-page: 498 year: 2001 end-page: 519 ident: bib0011 article-title: Factor graphs and the sumproduct algorithm publication-title: IEEE Trans Inform Theory – year: 1975 ident: bib0001 article-title: “Reactor safety study”, WASH-1400 – reference: G. Levitin, “The universal generating function in reliability analysis and optimization” 10.1007/1-84628-245-4 (2005). – volume: 38 start-page: 2456 year: 2011 end-page: 2461 ident: bib0006 article-title: Reliability block diagram with general gates and its application to system reliability analysis publication-title: Ann Nucl Energy – volume: 94 start-page: 1282 year: 2009 end-page: 1288 ident: bib0010 article-title: An exact method for solving logical loops in reliability analysis publication-title: Reliab Eng Syst Saf – volume: 92 year: 2007 ident: bib0005 article-title: A simple reliability block diagram method for safety integrity verification publication-title: Reliab Eng Syst Saf – volume: 56 start-page: 101 year: 1996 end-page: 105 ident: bib0007 article-title: Analytic method to break logical loops automatically in PSA publication-title: Reliab Eng Syst Saf – volume: 38 start-page: 2456 year: 2011 ident: 10.1016/j.ress.2020.107407_bib0006 article-title: Reliability block diagram with general gates and its application to system reliability analysis publication-title: Ann Nucl Energy doi: 10.1016/j.anucene.2011.07.013 – ident: 10.1016/j.ress.2020.107407_bib0003 – year: 1983 ident: 10.1016/j.ress.2020.107407_bib0008 – volume: 94 start-page: 1282 year: 2009 ident: 10.1016/j.ress.2020.107407_bib0010 article-title: An exact method for solving logical loops in reliability analysis publication-title: Reliab Eng Syst Saf doi: 10.1016/j.ress.2009.01.007 – volume: 92 start-page: 1473 year: 2007 ident: 10.1016/j.ress.2020.107407_bib0009 article-title: A recursive method for breaking complex logic loops in Boolean system models publication-title: Reliab Eng Syst Saf doi: 10.1016/j.ress.2006.09.020 – volume: 89 start-page: 271 year: 2005 ident: 10.1016/j.ress.2020.107407_bib0002 article-title: A historical overview of probabilistic risk assessment development and its use in the nuclear power industry: a tribute to the late Professor Norman Carl Rasmussen publication-title: Reliab Eng Syst Saf doi: 10.1016/j.ress.2004.08.022 – year: 2017 ident: 10.1016/j.ress.2020.107407_bib0004 article-title: Development of review technology for fault trees in probabilistic safety assessment of nuclear power plants publication-title: Trans Korean Nucl Soc Spring Meet – volume: 56 start-page: 101 year: 1996 ident: 10.1016/j.ress.2020.107407_bib0007 article-title: Analytic method to break logical loops automatically in PSA publication-title: Reliab Eng Syst Saf doi: 10.1016/S0951-8320(96)00142-1 – volume: 92 year: 2007 ident: 10.1016/j.ress.2020.107407_bib0005 article-title: A simple reliability block diagram method for safety integrity verification publication-title: Reliab Eng Syst Saf doi: 10.1016/j.ress.2006.08.002 – volume: vol. 47 start-page: 498 year: 2001 ident: 10.1016/j.ress.2020.107407_bib0011 article-title: Factor graphs and the sumproduct algorithm publication-title: IEEE Trans Inform Theory doi: 10.1109/18.910572 – year: 1975 ident: 10.1016/j.ress.2020.107407_bib0001 |
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| SubjectTerms | Algorithms Belief propagation Factor graph Fault tree analysis Logical loop Nuclear engineering Nuclear safety Probabilistic safety assessment Propagation Reliability analysis Reliability aspects Reliability engineering Safety critical Safety systems Systems analysis |
| Title | Reliability of the system with loops: Factor graph based approach |
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