Skip to main content

2020 | OriginalPaper | Buchkapitel

Determining the Set of the Most Critical System Components—Optimization Approach

verfasst von : Petar Pavlović, Dragana Makajić-Nikolić, Mirko Vujošević

Erschienen in: Advances in Operational Research in the Balkans

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The aim of this paper is to propose a new approach for determining the set of the most critical system components. Importance measures, commonly used for this purpose, first rank each individual component and afterward form a set of the most critical components due to their ranking. In this paper, we propose a new approach based on optimization so the whole set of the most critical components could be determined simultaneously. By taking into account interdependence of components, sets of the most critical system components with different cardinalities does not have to share any of the components. The proposed approach uses optimization over minimal cut sets of the observed system. The greater the number of minimal cut sets in which a component appears, the greater is its importance. The problem of determination of the minimal number of components which appear in all minimal cut sets is considered and formulated as set covering problem. The optimization problem is solved using available optimization software and original heuristic algorithm. Experiments were performed on a group of benchmark fault trees, and the results are compared with the results obtained by commonly used importance measures.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Alguwaizani A, Hansen P, Mladenovic N, Ngai E (2011) Variable neighbourhood search for harmonic means clustering. Appl Math Model 35(6):2688–2694CrossRef Alguwaizani A, Hansen P, Mladenovic N, Ngai E (2011) Variable neighbourhood search for harmonic means clustering. Appl Math Model 35(6):2688–2694CrossRef
Zurück zum Zitat Armstrong MJ (1995) Joint reliability-importance of elements. IEEE Trans Rel 44(3):408–412CrossRef Armstrong MJ (1995) Joint reliability-importance of elements. IEEE Trans Rel 44(3):408–412CrossRef
Zurück zum Zitat Aven T, Nokland T (2010) On the use of uncertainty importance measures in reliability and risk analysis. Reliab Eng Syst Safe 95:127–133CrossRef Aven T, Nokland T (2010) On the use of uncertainty importance measures in reliability and risk analysis. Reliab Eng Syst Safe 95:127–133CrossRef
Zurück zum Zitat Barlow RE, Proschan F (1996) Mathematical Theory of Reliability. Society for Industrial and Applied Mathematics, PhiladelphiaCrossRef Barlow RE, Proschan F (1996) Mathematical Theory of Reliability. Society for Industrial and Applied Mathematics, PhiladelphiaCrossRef
Zurück zum Zitat Birnbaum Z (1969) On the importance of different components in a multicomponent system. In: Krishnaiah P (ed) Multivariate Analysus-II. Academic Press, New York Birnbaum Z (1969) On the importance of different components in a multicomponent system. In: Krishnaiah P (ed) Multivariate Analysus-II. Academic Press, New York
Zurück zum Zitat Bobbio A, Franceschenis G, Gaeta R, Portinale L (2003) Parametric fault tree for the dependability analysis of redundant systems and its high-level Petri net semantics. IEEE Trans Softw Eng 29(3):270–287CrossRef Bobbio A, Franceschenis G, Gaeta R, Portinale L (2003) Parametric fault tree for the dependability analysis of redundant systems and its high-level Petri net semantics. IEEE Trans Softw Eng 29(3):270–287CrossRef
Zurück zum Zitat Borgonovo E, Apostolakis GE (2001) A new importance measure for risk informed decision making. Reliab Eng Syst Safe 72:193–212CrossRef Borgonovo E, Apostolakis GE (2001) A new importance measure for risk informed decision making. Reliab Eng Syst Safe 72:193–212CrossRef
Zurück zum Zitat Borst M, Schoonakker H (2001) An overview of PSA importance measures. Reliab Eng Syst Safe 72(3):241–245CrossRef Borst M, Schoonakker H (2001) An overview of PSA importance measures. Reliab Eng Syst Safe 72(3):241–245CrossRef
Zurück zum Zitat Chang HW, Chen RJ, Hwank FK (2002) The structural Birnbaum importance of consecutive-k systems. J Comb Optim 183–197 Chang HW, Chen RJ, Hwank FK (2002) The structural Birnbaum importance of consecutive-k systems. J Comb Optim 183–197
Zurück zum Zitat Cheok MC, Parry GW, Sherry RR (1998) Use of importance measures in risk-informed regulatory applications. Reliab Eng Syst Safe 60:213–226CrossRef Cheok MC, Parry GW, Sherry RR (1998) Use of importance measures in risk-informed regulatory applications. Reliab Eng Syst Safe 60:213–226CrossRef
Zurück zum Zitat Christofides N, Korman S (1975) A computational survey of methods for the set covering problem. Manag Sci 21:591–599CrossRef Christofides N, Korman S (1975) A computational survey of methods for the set covering problem. Manag Sci 21:591–599CrossRef
Zurück zum Zitat Contini S, Matuzas V (2011) Analysis of large fault trees based on functional decomposition. Reliab Eng Syst Safe 96:383–390CrossRef Contini S, Matuzas V (2011) Analysis of large fault trees based on functional decomposition. Reliab Eng Syst Safe 96:383–390CrossRef
Zurück zum Zitat Ericson CA II (2005) Hazard analysis technique for system safety. Wiley, New JerseyCrossRef Ericson CA II (2005) Hazard analysis technique for system safety. Wiley, New JerseyCrossRef
Zurück zum Zitat Espitrity JF, Coit DW, Prakash U (2007) Component criticality importance measures for the power industry. Electr Pow Syst Res 407–420 Espitrity JF, Coit DW, Prakash U (2007) Component criticality importance measures for the power industry. Electr Pow Syst Res 407–420
Zurück zum Zitat Fussell JB, Henry EB, Marshall NH (1974) MOCUS a computer program to obtain minimal sets from fault trees. ANCR 1156 Aerojet Nuclear Company, Idaho Falls Fussell JB, Henry EB, Marshall NH (1974) MOCUS a computer program to obtain minimal sets from fault trees. ANCR 1156 Aerojet Nuclear Company, Idaho Falls
Zurück zum Zitat Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-completeness. WH Freeman, New York Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-completeness. WH Freeman, New York
Zurück zum Zitat Hansen P, Mladenovovic N, Brimberg J, Perez JA (2010) Variable neighbourhood search. In: Gendrenau M, Potvin J (eds) Handbook of metaheuristics, vol 146. Springer, LondonCrossRef Hansen P, Mladenovovic N, Brimberg J, Perez JA (2010) Variable neighbourhood search. In: Gendrenau M, Potvin J (eds) Handbook of metaheuristics, vol 146. Springer, LondonCrossRef
Zurück zum Zitat Holand P, Rausand M (1994) System reliability theory: models and statistical methods. Wiley Holand P, Rausand M (1994) System reliability theory: models and statistical methods. Wiley
Zurück zum Zitat Hong JS, Lie CH (1993) Joint reliability-importance of two edges in an undirected network. IEEE Trans Rel 42(1):17–23CrossRef Hong JS, Lie CH (1993) Joint reliability-importance of two edges in an undirected network. IEEE Trans Rel 42(1):17–23CrossRef
Zurück zum Zitat Hura GS, Atwood JW (1988) The use of Petri nets to analyze coherent fault-trees. IEEE Trans Rel 37:469–474CrossRef Hura GS, Atwood JW (1988) The use of Petri nets to analyze coherent fault-trees. IEEE Trans Rel 37:469–474CrossRef
Zurück zum Zitat Kuo W, Zhu X (2012) Importance measures in reliability, risk and optimization. Whiley Kuo W, Zhu X (2012) Importance measures in reliability, risk and optimization. Whiley
Zurück zum Zitat Kuo W, Zhu X (2014) Some recent advances on importance measures in reliability. IEEE Trans Rel 61(2):344–360CrossRef Kuo W, Zhu X (2014) Some recent advances on importance measures in reliability. IEEE Trans Rel 61(2):344–360CrossRef
Zurück zum Zitat Lee WS, Grosh DL, Tillman FA, Lie CH (1985) Fault tree analysis, methods and applications—a review. IEEE Trans Rel R 34(3):194–203 Lee WS, Grosh DL, Tillman FA, Lie CH (1985) Fault tree analysis, methods and applications—a review. IEEE Trans Rel R 34(3):194–203
Zurück zum Zitat Liu TS, Chiou SB (1997) The application of Petri nets to failure analysis. Reliab Eng Syst Safe 57:129–142CrossRef Liu TS, Chiou SB (1997) The application of Petri nets to failure analysis. Reliab Eng Syst Safe 57:129–142CrossRef
Zurück zum Zitat Luyi L, Zhenzhou L, Jun F, Bintuan W (2012) Moment-independent importance measure of basic variable and its state dependent parameter solution. Struct Saf 38:40–47CrossRef Luyi L, Zhenzhou L, Jun F, Bintuan W (2012) Moment-independent importance measure of basic variable and its state dependent parameter solution. Struct Saf 38:40–47CrossRef
Zurück zum Zitat Makajic-Nikolic D, Vujosevic M, Nikolic N (2013) Minimal cut sets of a coherent fault tree generation using reverse Petri nets. Optimization 62(8):1069–1087CrossRef Makajic-Nikolic D, Vujosevic M, Nikolic N (2013) Minimal cut sets of a coherent fault tree generation using reverse Petri nets. Optimization 62(8):1069–1087CrossRef
Zurück zum Zitat Makajic-Nikolic D, Petrovic N, Belic A, Rokvic M, Radakovic JA, Tubic V (2016) The fault tree analysis of infectious medical waste management. J Clean Prod 113:365–373CrossRef Makajic-Nikolic D, Petrovic N, Belic A, Rokvic M, Radakovic JA, Tubic V (2016) The fault tree analysis of infectious medical waste management. J Clean Prod 113:365–373CrossRef
Zurück zum Zitat Pavlović P, Makajić-Nikolić D, Vujošević M (2017) A new approach for determining the most important system components and the budget-constrained system reliability improvement. Eksploat Niezawodn 19(3):413–419CrossRef Pavlović P, Makajić-Nikolić D, Vujošević M (2017) A new approach for determining the most important system components and the budget-constrained system reliability improvement. Eksploat Niezawodn 19(3):413–419CrossRef
Zurück zum Zitat Rasmuson DM, Marshal NH (1978) FATRAM: a core efficient cut-set algorithm. IEEE Trans Rel R 27(4):250–253CrossRef Rasmuson DM, Marshal NH (1978) FATRAM: a core efficient cut-set algorithm. IEEE Trans Rel R 27(4):250–253CrossRef
Zurück zum Zitat Rauzy A (1993) New algorithms for fault tree analysis. Reliab Eng Syst Safe 40:203–221CrossRef Rauzy A (1993) New algorithms for fault tree analysis. Reliab Eng Syst Safe 40:203–221CrossRef
Zurück zum Zitat Schneeweiss W (1997) Advanced hand calculations for fault tree analysis and synthesis. Microelectron Reliab 37(3):403–415CrossRef Schneeweiss W (1997) Advanced hand calculations for fault tree analysis and synthesis. Microelectron Reliab 37(3):403–415CrossRef
Zurück zum Zitat Vaurio JK (2010) Ideas and developments in importance measures and fault-tree techniques for reliability and risk analysis. Reliab Eng Syst Safe 95:99–107CrossRef Vaurio JK (2010) Ideas and developments in importance measures and fault-tree techniques for reliability and risk analysis. Reliab Eng Syst Safe 95:99–107CrossRef
Zurück zum Zitat Vesely WE, Davis TC, Denning RS, Saltos N (1983) Measures of risk importance and their applications. Battelle Columbus Labs, OH (USA)CrossRef Vesely WE, Davis TC, Denning RS, Saltos N (1983) Measures of risk importance and their applications. Battelle Columbus Labs, OH (USA)CrossRef
Zurück zum Zitat Way YS, Hsia DY (2000) A simple component-connection method for building decision diagrams encoding a fault tree. Reliab Eng Syst Safe 70:59–70CrossRef Way YS, Hsia DY (2000) A simple component-connection method for building decision diagrams encoding a fault tree. Reliab Eng Syst Safe 70:59–70CrossRef
Zurück zum Zitat Willie RR (1978) Computer-aided fault tree analisys. OR Center, BerkleyCrossRef Willie RR (1978) Computer-aided fault tree analisys. OR Center, BerkleyCrossRef
Zurück zum Zitat Wu Y, Xie L, Yue Y (2010) Study of fault analysis technology by means of Petri nets. IJPE 6(3):269–277 Wu Y, Xie L, Yue Y (2010) Study of fault analysis technology by means of Petri nets. IJPE 6(3):269–277
Zurück zum Zitat Zio E (2011) Risk importance measures. In: Safety and risk modeling and its appliacations. Springer, London Zio E (2011) Risk importance measures. In: Safety and risk modeling and its appliacations. Springer, London
Zurück zum Zitat Zio E, Podofilini L (2006) Accouniting for components interactions in the differential importance measure. Reliab Eng Syst Safe 91:1163–1174CrossRef Zio E, Podofilini L (2006) Accouniting for components interactions in the differential importance measure. Reliab Eng Syst Safe 91:1163–1174CrossRef
Zurück zum Zitat Kvassay M, Levashenko V, Zaitseva E (2016) Analysis of minimal cut and path sets based on direct partial Boolean derivatives. Proc Inst Mech Eng Part O: J Risk Reliab 230(2):147–161CrossRef Kvassay M, Levashenko V, Zaitseva E (2016) Analysis of minimal cut and path sets based on direct partial Boolean derivatives. Proc Inst Mech Eng Part O: J Risk Reliab 230(2):147–161CrossRef
Zurück zum Zitat Podofillini L, Zio E (2008) Events group risk importance by genetic algorithms. Proc Inst Mech Eng Part O: J Risk Reliab 222(3):337–346 Podofillini L, Zio E (2008) Events group risk importance by genetic algorithms. Proc Inst Mech Eng Part O: J Risk Reliab 222(3):337–346
Metadaten
Titel
Determining the Set of the Most Critical System Components—Optimization Approach
verfasst von
Petar Pavlović
Dragana Makajić-Nikolić
Mirko Vujošević
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-21990-1_2

Premium Partner