Skip to main content
Erschienen in: Structural and Multidisciplinary Optimization 2/2017

20.06.2016 | RESEARCH PAPER

Reliability-based design optimization for problems with interval distribution parameters

verfasst von: Z. L. Huang, C. Jiang, Y. S. Zhou, J. Zheng, X. Y. Long

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 2/2017

Einloggen

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

search-config
loading …

Abstract

Traditional reliability-based design optimization (RBDO) generally describes uncertain variables using random distributions, while some crucial distribution parameters in practical engineering problems can only be given intervals rather than precise values due to the limited information. Then, an important probability-interval hybrid reliability problem emerged. For uncertain problems in which interval variables are included in probability distribution functions of the random parameters, this paper establishes a hybrid reliability optimization design model and the corresponding efficient decoupling algorithm, which aims to provide an effective computational tool for reliability design of many complex structures. The reliability of an inner constraint is an interval since the interval distribution parameters are involved; this paper thus establishes the probability constraint using the lower bound of the reliability degree which ensures a safety design of the structure. An approximate reliability analysis method is given to avoid the time-consuming multivariable optimization of the inner hybrid reliability analysis. By using an incremental shifting vector (ISV) technique, the nested optimization problem involved in RBDO is converted into an efficient sequential iterative process of the deterministic design optimization and the hybrid reliability analysis. Three numerical examples are presented to verify the proposed method, which include one simple problem with explicit expression and two complex practical applications.

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!

Literatur
Zurück zum Zitat Alibrandi U, Koh CG (2015) First-order reliability method for structural reliability analysis in the presence of random and interval variables. ASCE-ASME J Risk Uncertain Eng Syst Part B Mech Eng 1(4):041006CrossRef Alibrandi U, Koh CG (2015) First-order reliability method for structural reliability analysis in the presence of random and interval variables. ASCE-ASME J Risk Uncertain Eng Syst Part B Mech Eng 1(4):041006CrossRef
Zurück zum Zitat Ben-Haim Y (1994) A non-probabilistic concept of reliability. Struct Saf 14(4):227–245CrossRef Ben-Haim Y (1994) A non-probabilistic concept of reliability. Struct Saf 14(4):227–245CrossRef
Zurück zum Zitat Ben-Haim Y, Elishakoff I (1990) Convex models of uncertainties in applied mechanics. Elsevier Science, AmsterdamMATH Ben-Haim Y, Elishakoff I (1990) Convex models of uncertainties in applied mechanics. Elsevier Science, AmsterdamMATH
Zurück zum Zitat Breitung K (1984) Asymptotic approximations for multi-normal integrals. J Eng Mech 110(3):357–366CrossRef Breitung K (1984) Asymptotic approximations for multi-normal integrals. J Eng Mech 110(3):357–366CrossRef
Zurück zum Zitat Burden RL, Faires JD (1985) Numerical analysis. Prindle, Weber & Schmidt, BostonMATH Burden RL, Faires JD (1985) Numerical analysis. Prindle, Weber & Schmidt, BostonMATH
Zurück zum Zitat Chen ZZ, Qiu HB, Gao L, Li P (2013) An optimal shifting vector approach for efficient probabilistic design. Struct Multidiscip Optim 47(6):905–920CrossRef Chen ZZ, Qiu HB, Gao L, Li P (2013) An optimal shifting vector approach for efficient probabilistic design. Struct Multidiscip Optim 47(6):905–920CrossRef
Zurück zum Zitat Cheng YS, Zhong YX, Zeng GW (2005) Structural robust design based on hybrid probabilistic and non-probabilistic models. Chin J Comput Mech 22(4):501–505 (in Chinese) Cheng YS, Zhong YX, Zeng GW (2005) Structural robust design based on hybrid probabilistic and non-probabilistic models. Chin J Comput Mech 22(4):501–505 (in Chinese)
Zurück zum Zitat Cheng GD, Xu L, Jiang L (2006) A sequential approximate programming strategy for reliability-based structural optimization. Comput Struct 84(21):1353–1367CrossRef Cheng GD, Xu L, Jiang L (2006) A sequential approximate programming strategy for reliability-based structural optimization. Comput Struct 84(21):1353–1367CrossRef
Zurück zum Zitat Du XP (2007) Interval reliability analysis. ASME 2007 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference American Society of Mechanical Engineers, pp.1103–1109 Du XP (2007) Interval reliability analysis. ASME 2007 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference American Society of Mechanical Engineers, pp.1103–1109
Zurück zum Zitat Du XP (2012) Reliability-based design optimization with dependent interval variables. Int J Numer Methods Eng 91(2):218–228MathSciNetCrossRefMATH Du XP (2012) Reliability-based design optimization with dependent interval variables. Int J Numer Methods Eng 91(2):218–228MathSciNetCrossRefMATH
Zurück zum Zitat Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient arobabilistic design. ASME J Mech Des 126(2):225–233CrossRef Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient arobabilistic design. ASME J Mech Des 126(2):225–233CrossRef
Zurück zum Zitat Du XP, Sudjianto A (2003) Reliability-based design with the mixture of random and interval variables. Proceedings of DETC’03 ASME 2003 Design Engineering Technical Conferences and Computers and Information in Engineering Conference Chicago, Illinois, USA Du XP, Sudjianto A (2003) Reliability-based design with the mixture of random and interval variables. Proceedings of DETC’03 ASME 2003 Design Engineering Technical Conferences and Computers and Information in Engineering Conference Chicago, Illinois, USA
Zurück zum Zitat Elishakoff I (1995) Discussion on a non-probabilistic concept of reliability”. Struct Saf 17(3):195–199CrossRef Elishakoff I (1995) Discussion on a non-probabilistic concept of reliability”. Struct Saf 17(3):195–199CrossRef
Zurück zum Zitat Elishakoff I, Colombi P (1993) combination of probabilistic and convex models of uncertainty when scarce knowledge is present on acoustic excitation parameters. Comput Methods Appl Mech Eng 104(2):187–209MathSciNetCrossRefMATH Elishakoff I, Colombi P (1993) combination of probabilistic and convex models of uncertainty when scarce knowledge is present on acoustic excitation parameters. Comput Methods Appl Mech Eng 104(2):187–209MathSciNetCrossRefMATH
Zurück zum Zitat Elishakoff I, Colombi P (1994) Ideas of probability and convexity combined for analyzing parameter uncertainty. In: Proceedings of the 6th international conference on structural safety and reliability, Rotterdam: Balkema Publishers Elishakoff I, Colombi P (1994) Ideas of probability and convexity combined for analyzing parameter uncertainty. In: Proceedings of the 6th international conference on structural safety and reliability, Rotterdam: Balkema Publishers
Zurück zum Zitat Enevoldsen I, Sørensen JD (1994) Reliability-based optimization in structural engineering. Struct Saf 15(3):169–196CrossRef Enevoldsen I, Sørensen JD (1994) Reliability-based optimization in structural engineering. Struct Saf 15(3):169–196CrossRef
Zurück zum Zitat Fang Y, Xiong J, Tee KF (2014) An iterative hybrid random-interval structural reliability analysis. Earthq Struct 7(6):1061–1070CrossRef Fang Y, Xiong J, Tee KF (2014) An iterative hybrid random-interval structural reliability analysis. Earthq Struct 7(6):1061–1070CrossRef
Zurück zum Zitat Guo J, Du XP (2009) Reliability sensitivity analysis with random and interval variables. Int J Numer Meth Eng 78(13):1585–1617MathSciNetCrossRefMATH Guo J, Du XP (2009) Reliability sensitivity analysis with random and interval variables. Int J Numer Meth Eng 78(13):1585–1617MathSciNetCrossRefMATH
Zurück zum Zitat Guo SX, Lu ZZ (2002) Hybrid probabilistic and non-probabilistic model of structural reliability. Chin J Mech Strength 24(4):524–526 (in Chinese) Guo SX, Lu ZZ (2002) Hybrid probabilistic and non-probabilistic model of structural reliability. Chin J Mech Strength 24(4):524–526 (in Chinese)
Zurück zum Zitat Hadim H, Suwa T (2008) Multidisciplinary design and optimization methodologies in electronics packaging: state-of-the-art review. J Electron Packag 130(3):1504–1508CrossRef Hadim H, Suwa T (2008) Multidisciplinary design and optimization methodologies in electronics packaging: state-of-the-art review. J Electron Packag 130(3):1504–1508CrossRef
Zurück zum Zitat Hasofer AM, Lind NC (1974) Exact and invariant second-moment code format. J Eng Mech Div 100(1):111–121 Hasofer AM, Lind NC (1974) Exact and invariant second-moment code format. J Eng Mech Div 100(1):111–121
Zurück zum Zitat Hirohata K, Hisano K, Takahashi H (2006) Reliability design method for solder joints based on coupled thermal-stress analysis of electronics packaging structure (Thermal Design/ Mechanical Stress Design and Simulation Technologies to Support System JISSO). J Jpn Inst Electron Packag 2006(9):405–412CrossRef Hirohata K, Hisano K, Takahashi H (2006) Reliability design method for solder joints based on coupled thermal-stress analysis of electronics packaging structure (Thermal Design/ Mechanical Stress Design and Simulation Technologies to Support System JISSO). J Jpn Inst Electron Packag 2006(9):405–412CrossRef
Zurück zum Zitat Huang ZL, Jiang C, Zhou YS, Luo Z, Zhang Z (2016) An incremental shifting vector approach for reliability-based design optimization. Struct Multidisc Optim 53(3):523–543 Huang ZL, Jiang C, Zhou YS, Luo Z, Zhang Z (2016) An incremental shifting vector approach for reliability-based design optimization. Struct Multidisc Optim 53(3):523–543
Zurück zum Zitat Jiang C, Deng SL (2014) Multi-objective optimization and design considering automotive high-speed and low-speed crashworthiness. Chin J Comput Mech 31(04):474–479 (in Chinese) Jiang C, Deng SL (2014) Multi-objective optimization and design considering automotive high-speed and low-speed crashworthiness. Chin J Comput Mech 31(04):474–479 (in Chinese)
Zurück zum Zitat Jiang C, Li W, Han X, Liu LX (2011) Structural reliability analysis based on random distributions with interval parameters. Comput Struct 89(23–24):2292–2302CrossRef Jiang C, Li W, Han X, Liu LX (2011) Structural reliability analysis based on random distributions with interval parameters. Comput Struct 89(23–24):2292–2302CrossRef
Zurück zum Zitat Jiang C, Han X, Li WX, Zhang Z (2012) A hybrid reliability approach based on probability and interval for uncertain structures. ASME J Mech Des 134(3):1–11CrossRef Jiang C, Han X, Li WX, Zhang Z (2012) A hybrid reliability approach based on probability and interval for uncertain structures. ASME J Mech Des 134(3):1–11CrossRef
Zurück zum Zitat Kang Z, Luo YJ (2010) Reliability-based structural optimization with probability and convex set hybrid models. Struct Multidiscip Optim 42(1):89–102CrossRef Kang Z, Luo YJ (2010) Reliability-based structural optimization with probability and convex set hybrid models. Struct Multidiscip Optim 42(1):89–102CrossRef
Zurück zum Zitat Kim C (2008) Reliability-based design optimization using response surface method with prediction interval estimation. ASME J Mech Des 130(12):1786–1787CrossRef Kim C (2008) Reliability-based design optimization using response surface method with prediction interval estimation. ASME J Mech Des 130(12):1786–1787CrossRef
Zurück zum Zitat Kuschel N, Rackwitz R (1997) Two basic problems in reliability-based structural optimization. Math Meth Oper Res 46(3):309–333MathSciNetCrossRefMATH Kuschel N, Rackwitz R (1997) Two basic problems in reliability-based structural optimization. Math Meth Oper Res 46(3):309–333MathSciNetCrossRefMATH
Zurück zum Zitat Li G, Cheng GD (2001) Optimal decision for the target value of performance based structural system reliability. Struct Multidiscip Optim 22(4):261–267 Li G, Cheng GD (2001) Optimal decision for the target value of performance based structural system reliability. Struct Multidiscip Optim 22(4):261–267
Zurück zum Zitat Li F, Luo Z, Rong J, Hu L (2013) A non-probabilistic reliability-based optimization of structures using convex models. Comput Model Eng Sci 95(6):453–482MathSciNet Li F, Luo Z, Rong J, Hu L (2013) A non-probabilistic reliability-based optimization of structures using convex models. Comput Model Eng Sci 95(6):453–482MathSciNet
Zurück zum Zitat Liang J, Mourelatos ZP, Tu J (2004) A single-loop method for reliability-based design optimization. Proceedings of ASME Design Engineering Technical Conferences, Salt Lake City, UT Liang J, Mourelatos ZP, Tu J (2004) A single-loop method for reliability-based design optimization. Proceedings of ASME Design Engineering Technical Conferences, Salt Lake City, UT
Zurück zum Zitat Luo YJ, Kang Z, Luo Z, Li A (2008) Continuum topology optimization with non-probabilistic reliability constraints based on multi-ellipsoid convex model. Struct Multidiscip Optim 39(3):297–310MathSciNetCrossRefMATH Luo YJ, Kang Z, Luo Z, Li A (2008) Continuum topology optimization with non-probabilistic reliability constraints based on multi-ellipsoid convex model. Struct Multidiscip Optim 39(3):297–310MathSciNetCrossRefMATH
Zurück zum Zitat Madsen HO, Krenk S, Lind NC (2006) Methods of structural safety. Courier Corporation Madsen HO, Krenk S, Lind NC (2006) Methods of structural safety. Courier Corporation
Zurück zum Zitat Penmetsa RC, Grandhi RV (2002) Efficient estimation of structural reliability for problems with uncertain intervals. Comput Struct 80(12):1103–1112CrossRef Penmetsa RC, Grandhi RV (2002) Efficient estimation of structural reliability for problems with uncertain intervals. Comput Struct 80(12):1103–1112CrossRef
Zurück zum Zitat Qiu ZP, Yang D, Elishakoff I (2008) Probabilistic interval reliability of structural systems. Int J Solids Struct 45(10):2850–2860CrossRefMATH Qiu ZP, Yang D, Elishakoff I (2008) Probabilistic interval reliability of structural systems. Int J Solids Struct 45(10):2850–2860CrossRefMATH
Zurück zum Zitat Rackwitz R, Fiessler B (1978) Structural reliability under combined random load sequences. Comput Struct 9(5):489–494CrossRefMATH Rackwitz R, Fiessler B (1978) Structural reliability under combined random load sequences. Comput Struct 9(5):489–494CrossRefMATH
Zurück zum Zitat Roger F (2000) Practical methods of optimization. John Wiley & Sons Ltd., New York Roger F (2000) Practical methods of optimization. John Wiley & Sons Ltd., New York
Zurück zum Zitat Shan S, Wang G (2008) Reliable design space and complete single-loop reliability-based design optimization. Reliab Eng Sys Saf 93(8):1218–1230CrossRef Shan S, Wang G (2008) Reliable design space and complete single-loop reliability-based design optimization. Reliab Eng Sys Saf 93(8):1218–1230CrossRef
Zurück zum Zitat Shan SQ, Wang GG (2009) Reliable space pursuing for reliability-based design optimization with black-box performance functions. Chin J Mech Eng 01(1):27–35CrossRef Shan SQ, Wang GG (2009) Reliable space pursuing for reliability-based design optimization with black-box performance functions. Chin J Mech Eng 01(1):27–35CrossRef
Zurück zum Zitat Wang J, Qiu Z (2010) The reliability analysis of probabilistic and interval hybrid structural system. Appl Math Model 34(11):3648–3658MathSciNetCrossRefMATH Wang J, Qiu Z (2010) The reliability analysis of probabilistic and interval hybrid structural system. Appl Math Model 34(11):3648–3658MathSciNetCrossRefMATH
Zurück zum Zitat Wu YT, Wang W (1998) Efficient probabilistic design by converting reliability constraints to一个例子approximately equivalent deterministic constraints. J Integr Des Process Sci 2(4):13–21 Wu YT, Wang W (1998) Efficient probabilistic design by converting reliability constraints to一个例子approximately equivalent deterministic constraints. J Integr Des Process Sci 2(4):13–21
Zurück zum Zitat Wu YT, Millwater HR, Cruse TA (1990) Advanced probabilistic structural analysis method for implicit performance functions. AIAA J 28(9):1663–1669CrossRef Wu YT, Millwater HR, Cruse TA (1990) Advanced probabilistic structural analysis method for implicit performance functions. AIAA J 28(9):1663–1669CrossRef
Zurück zum Zitat Youn BD, Choi KK (2004) A new response surface methodology for reliability-based design optimization. Comput Struct 82(2–3):241–256CrossRef Youn BD, Choi KK (2004) A new response surface methodology for reliability-based design optimization. Comput Struct 82(2–3):241–256CrossRef
Zurück zum Zitat Zhang H, Dai H, Beer M, Wang W (2013) Structural reliability analysis on the basis of small samples: an interval Quasi-Monte Carlo method. Mech Syst Signal Process 37(1):137–151CrossRef Zhang H, Dai H, Beer M, Wang W (2013) Structural reliability analysis on the basis of small samples: an interval Quasi-Monte Carlo method. Mech Syst Signal Process 37(1):137–151CrossRef
Zurück zum Zitat Zhu LP, Elishakoff I (1996) Hybrid probabilistic and convex modeling of excitation and response of periodic structures. Math Prob Eng 2(2):143–163CrossRefMATH Zhu LP, Elishakoff I (1996) Hybrid probabilistic and convex modeling of excitation and response of periodic structures. Math Prob Eng 2(2):143–163CrossRefMATH
Zurück zum Zitat Zhuang XT, Pan R (2012) A sequential sampling strategy to improve reliability-based design optimization with implicit constraint functions. ASME J Mech Des 134(2):55–58CrossRef Zhuang XT, Pan R (2012) A sequential sampling strategy to improve reliability-based design optimization with implicit constraint functions. ASME J Mech Des 134(2):55–58CrossRef
Metadaten
Titel
Reliability-based design optimization for problems with interval distribution parameters
verfasst von
Z. L. Huang
C. Jiang
Y. S. Zhou
J. Zheng
X. Y. Long
Publikationsdatum
20.06.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 2/2017
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-016-1505-3

Weitere Artikel der Ausgabe 2/2017

Structural and Multidisciplinary Optimization 2/2017 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.