Skip to main content
Erschienen in: Structural and Multidisciplinary Optimization 5/2011

01.11.2011 | Research Paper

Single-loop system reliability-based topology optimization considering statistical dependence between limit-states

verfasst von: Tam H. Nguyen, Junho Song, Glaucio H. Paulino

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 5/2011

Einloggen

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

search-config
loading …

Abstract

This paper presents a single-loop algorithm for system reliability-based topology optimization (SRBTO) that can account for statistical dependence between multiple limit-states, and its applications to computationally demanding topology optimization (TO) problems. A single-loop reliability-based design optimization (RBDO) algorithm replaces the inner-loop iterations to evaluate probabilistic constraints by a non-iterative approximation. The proposed single-loop SRBTO algorithm accounts for the statistical dependence between the limit-states by using the matrix-based system reliability (MSR) method to compute the system failure probability and its parameter sensitivities. The SRBTO/MSR approach is applicable to general system events including series, parallel, cut-set and link-set systems and provides the gradients of the system failure probability to facilitate gradient-based optimization. In most RBTO applications, probabilistic constraints are evaluated by use of the first-order reliability method for efficiency. In order to improve the accuracy of the reliability calculations for RBDO or RBTO problems with high nonlinearity, we introduce a new single-loop RBDO scheme utilizing the second-order reliability method and implement it to the proposed SRBTO algorithm. Moreover, in order to overcome challenges in applying the proposed algorithm to computationally demanding topology optimization problems, we utilize the multiresolution topology optimization (MTOP) method, which achieves computational efficiency in topology optimization by assigning different levels of resolutions to three meshes representing finite element analysis, design variables and material density distribution respectively. The paper provides numerical examples of two- and three-dimensional topology optimization problems to demonstrate the proposed SRBTO algorithm and its applications. The optimal topologies from deterministic, component and system RBTOs are compared with one another to investigate the impact of optimization schemes on final topologies. Monte Carlo simulations are also performed to verify the accuracy of the failure probabilities computed by the proposed approach.

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 Allen M, Raulli M, Maute K, Frangopol DM (2004) Reliability-based analysis and design optimization of electrostatically actuated MEMS. Comput Struct 82(13–14):1007–1020CrossRef Allen M, Raulli M, Maute K, Frangopol DM (2004) Reliability-based analysis and design optimization of electrostatically actuated MEMS. Comput Struct 82(13–14):1007–1020CrossRef
Zurück zum Zitat Almeida SRM, Paulino GH, Silva ECN (2010) Material gradation and layout in topology optimization of functionally graded structures: a global–local approach. Struct Multidiscipl Optim 42(6):855–868MathSciNetCrossRef Almeida SRM, Paulino GH, Silva ECN (2010) Material gradation and layout in topology optimization of functionally graded structures: a global–local approach. Struct Multidiscipl Optim 42(6):855–868MathSciNetCrossRef
Zurück zum Zitat Amir O, Bendsoe MP, Sigmund O (2009) Approximate reanalysis in topology optimization. Int J Numer Methods Eng 78(12):1474–1491MathSciNetMATHCrossRef Amir O, Bendsoe MP, Sigmund O (2009) Approximate reanalysis in topology optimization. Int J Numer Methods Eng 78(12):1474–1491MathSciNetMATHCrossRef
Zurück zum Zitat Amir O, Stolpe M, Sigmund O (2010) Efficient use of iterative solvers in nested topology optimization. Struct Multidiscipl Optim 42(1):55–72CrossRef Amir O, Stolpe M, Sigmund O (2010) Efficient use of iterative solvers in nested topology optimization. Struct Multidiscipl Optim 42(1):55–72CrossRef
Zurück zum Zitat Bae K, Wang S, Choi KK (2002) Reliability-based topology optimization. In: AIAA 2002-5542, 9th AIAA/ISSMO symposium on multidisciplinary analysis and optimization, 4–6 September 2002, Atlanta, USA Bae K, Wang S, Choi KK (2002) Reliability-based topology optimization. In: AIAA 2002-5542, 9th AIAA/ISSMO symposium on multidisciplinary analysis and optimization, 4–6 September 2002, Atlanta, USA
Zurück zum Zitat Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Multidiscipl Optim 1(4):193–202 Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Multidiscipl Optim 1(4):193–202
Zurück zum Zitat Bendsøe MP, Sigmund O (2003) Topology optimization: theory, methods, and applications. Springer, Berlin Bendsøe MP, Sigmund O (2003) Topology optimization: theory, methods, and applications. Springer, Berlin
Zurück zum Zitat Bjerager P, Krenk S (1989) Parametric sensitivity in first order reliability theory. J Eng Mech 115(7):1577–1582CrossRef Bjerager P, Krenk S (1989) Parametric sensitivity in first order reliability theory. J Eng Mech 115(7):1577–1582CrossRef
Zurück zum Zitat Borrvall T, Petersson J (2001) Large-scale topology optimization in 3D using parallel computing. Comput Methods Appl Mech Eng 190(46–47):6201–6229MathSciNetMATHCrossRef Borrvall T, Petersson J (2001) Large-scale topology optimization in 3D using parallel computing. Comput Methods Appl Mech Eng 190(46–47):6201–6229MathSciNetMATHCrossRef
Zurück zum Zitat Breitung K (1984) Asymptotic approximations for multinormal integrals. J Eng Mech 110:357–366CrossRef Breitung K (1984) Asymptotic approximations for multinormal integrals. J Eng Mech 110:357–366CrossRef
Zurück zum Zitat Chen S, Chen W, Lee S (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidiscipl Optim 41(4):507–524MathSciNetCrossRef Chen S, Chen W, Lee S (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidiscipl Optim 41(4):507–524MathSciNetCrossRef
Zurück zum Zitat Der Kiureghian A (2005) First-and second-order reliability methods. Engineering design reliability handbook, Ch 14. CRC, Boca Raton, Florida Der Kiureghian A (2005) First-and second-order reliability methods. Engineering design reliability handbook, Ch 14. CRC, Boca Raton, Florida
Zurück zum Zitat Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233CrossRef Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233CrossRef
Zurück zum Zitat Dunnett CW, Sobel M (1955) Approximations to the probability integral and certain percentage points of a multivariate analogue of student’s t-distribution. Biometrika 42(1–2):258–260MathSciNetMATH Dunnett CW, Sobel M (1955) Approximations to the probability integral and certain percentage points of a multivariate analogue of student’s t-distribution. Biometrika 42(1–2):258–260MathSciNetMATH
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 Eschenauer HA, Olhoff N (2001) Topology optimization of continuum structures: a review. Appl Mech Rev 54(4):331–389CrossRef Eschenauer HA, Olhoff N (2001) Topology optimization of continuum structures: a review. Appl Mech Rev 54(4):331–389CrossRef
Zurück zum Zitat Evgrafov A, Rupp CJ, Maute K, Dunn ML (2008) Large-scale parallel topology optimization using a dual-primal substructuring solver. Struct Multidiscipl Optim 36(4):329–345MathSciNetCrossRef Evgrafov A, Rupp CJ, Maute K, Dunn ML (2008) Large-scale parallel topology optimization using a dual-primal substructuring solver. Struct Multidiscipl Optim 36(4):329–345MathSciNetCrossRef
Zurück zum Zitat Guest JK, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Eng 198(1):116–124MathSciNetMATHCrossRef Guest JK, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Eng 198(1):116–124MathSciNetMATHCrossRef
Zurück zum Zitat Guest JK, Prévost JH, Belytschko T (2004) Achieving minimum length scale in topology optimization using nodal design variables and projection functions. Int J Numer Methods Eng 61(2):238–254MATHCrossRef Guest JK, Prévost JH, Belytschko T (2004) Achieving minimum length scale in topology optimization using nodal design variables and projection functions. Int J Numer Methods Eng 61(2):238–254MATHCrossRef
Zurück zum Zitat Jung HS, Cho S (2004) Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties. Finite Elem Anal Des 41(3):311–331MathSciNetCrossRef Jung HS, Cho S (2004) Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties. Finite Elem Anal Des 41(3):311–331MathSciNetCrossRef
Zurück zum Zitat Kang J, Kim C, Wang S (2004) Reliability-based topology optimization for electromagnetic systems. Compel Int J Comput Math Elect Electr Eng 23(3):715–723MathSciNetMATHCrossRef Kang J, Kim C, Wang S (2004) Reliability-based topology optimization for electromagnetic systems. Compel Int J Comput Math Elect Electr Eng 23(3):715–723MathSciNetMATHCrossRef
Zurück zum Zitat Kang W-H, Song J, Gardoni P (2008) Matrix-based system reliability method and applications to bridge networks. Reliab Eng Syst Saf 93:1584–1593CrossRef Kang W-H, Song J, Gardoni P (2008) Matrix-based system reliability method and applications to bridge networks. Reliab Eng Syst Saf 93:1584–1593CrossRef
Zurück zum Zitat Kang W-H, Lee Y-J, Song J, Gencturk B (2011) Further development of matrix-based system reliability method and applications to structural systems. Struct Infrastruct Eng, in print. doi:10.1080/15732479.2010.539060 Kang W-H, Lee Y-J, Song J, Gencturk B (2011) Further development of matrix-based system reliability method and applications to structural systems. Struct Infrastruct Eng, in print. doi:10.​1080/​15732479.​2010.​539060
Zurück zum Zitat Kharmanda G, Olhoff N, Mohamed A, Lemaire M (2004) Reliability-based topology optimization. Struct Multidiscipl Optim 26(5):295–307CrossRef Kharmanda G, Olhoff N, Mohamed A, Lemaire M (2004) Reliability-based topology optimization. Struct Multidiscipl Optim 26(5):295–307CrossRef
Zurück zum Zitat Kim C, Wang S, Rae K, Moon H, Choi KK (2006) Reliability-based topology optimization with uncertainties. J Mech Sci Technol 20(4):494–504CrossRef Kim C, Wang S, Rae K, Moon H, Choi KK (2006) Reliability-based topology optimization with uncertainties. J Mech Sci Technol 20(4):494–504CrossRef
Zurück zum Zitat Lee I, Choi KK, Gorsich D (2010) System reliability-based design optimization using the MPP-based dimension reduction method. Struct Multidiscipl Optim 41(6):823–839CrossRef Lee I, Choi KK, Gorsich D (2010) System reliability-based design optimization using the MPP-based dimension reduction method. Struct Multidiscipl Optim 41(6):823–839CrossRef
Zurück zum Zitat Lee Y-J, Song J, Gardoni P, Lim H-W (2011) Post-hazard flow capacity of bridge transportation network considering structural deterioration of bridges. Struct Infrastruct Eng 7(7):509–521CrossRef Lee Y-J, Song J, Gardoni P, Lim H-W (2011) Post-hazard flow capacity of bridge transportation network considering structural deterioration of bridges. Struct Infrastruct Eng 7(7):509–521CrossRef
Zurück zum Zitat Liang J, Mourelatos ZP, Nikolaidis E (2007) A single-loop approach for system reliability-based design optimization. J Mech Des 129(12):1215–1224CrossRef Liang J, Mourelatos ZP, Nikolaidis E (2007) A single-loop approach for system reliability-based design optimization. J Mech Des 129(12):1215–1224CrossRef
Zurück zum Zitat Liang J, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimisation. Int J Prod Dev 5(1–2):76–92CrossRef Liang J, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimisation. Int J Prod Dev 5(1–2):76–92CrossRef
Zurück zum Zitat Lógó J, Ghaemi M, Rad MM (2009) Optimal topologies in case of probabilistic loading: the influence of load correlation. Mech Based Des Struct Mach 37(3):327–348CrossRef Lógó J, Ghaemi M, Rad MM (2009) Optimal topologies in case of probabilistic loading: the influence of load correlation. Mech Based Des Struct Mach 37(3):327–348CrossRef
Zurück zum Zitat Luo Y, Kang Z, Luo Z, Li A (2009) Continuum topology optimization with non-probabilistic reliability constraints based on multi-ellipsoid convex model. Struct Multidiscipl Optim 39(3):297–310MathSciNetCrossRef Luo Y, Kang Z, Luo Z, Li A (2009) Continuum topology optimization with non-probabilistic reliability constraints based on multi-ellipsoid convex model. Struct Multidiscipl Optim 39(3):297–310MathSciNetCrossRef
Zurück zum Zitat Maute K, Frangopol DM (2003) Reliability-based design of MEMS mechanisms by topology optimization. Comput Struct 81(8–11):813–824CrossRef Maute K, Frangopol DM (2003) Reliability-based design of MEMS mechanisms by topology optimization. Comput Struct 81(8–11):813–824CrossRef
Zurück zum Zitat McDonald M, Mahadevan S (2008) Design optimization with system-level reliability constraints. J Mech Des 130(2):021403-1-10CrossRef McDonald M, Mahadevan S (2008) Design optimization with system-level reliability constraints. J Mech Des 130(2):021403-1-10CrossRef
Zurück zum Zitat Mogami K, Nishiwaki S, Izui K, Yoshimura M, Kogiso N (2006) Reliability-based structural optimization of frame structures for multiple failure criteria using topology optimization techniques. Struct Multidiscipl Optim 32(4):299–311CrossRef Mogami K, Nishiwaki S, Izui K, Yoshimura M, Kogiso N (2006) Reliability-based structural optimization of frame structures for multiple failure criteria using topology optimization techniques. Struct Multidiscipl Optim 32(4):299–311CrossRef
Zurück zum Zitat Nguyen TH (2010) System reliability-based design and multiresolution topology optimization. PhD thesis, Department of Civil and Environmental Engineering, University of Illinois at Urbana-Champaign Nguyen TH (2010) System reliability-based design and multiresolution topology optimization. PhD thesis, Department of Civil and Environmental Engineering, University of Illinois at Urbana-Champaign
Zurück zum Zitat Nguyen TH, Paulino GH, Song J, Le CH (2010a) A computational paradigm for multiresolution topology optimization (MTOP). Struct Multidiscipl Optim 41(4):525–539MathSciNetCrossRef Nguyen TH, Paulino GH, Song J, Le CH (2010a) A computational paradigm for multiresolution topology optimization (MTOP). Struct Multidiscipl Optim 41(4):525–539MathSciNetCrossRef
Zurück zum Zitat Nguyen TH, Song J, Paulino GH (2010b) Single-loop system reliability-based design optimization using matrix-based system reliability method: theory and applications. J Mech Des 132(1):011005-1-11CrossRef Nguyen TH, Song J, Paulino GH (2010b) Single-loop system reliability-based design optimization using matrix-based system reliability method: theory and applications. J Mech Des 132(1):011005-1-11CrossRef
Zurück zum Zitat Rahman S, Wei D (2008) Design sensitivity and reliability-based structural optimization by univariate decomposition. Struct Multidiscipl Optim 35(3):245–261CrossRef Rahman S, Wei D (2008) Design sensitivity and reliability-based structural optimization by univariate decomposition. Struct Multidiscipl Optim 35(3):245–261CrossRef
Zurück zum Zitat Royset JO, Der Kiureghian A, Polak E (2001) Reliability-based optimal structural design by the decoupling approach. Reliab Eng Syst Saf 73(3):213–221CrossRef Royset JO, Der Kiureghian A, Polak E (2001) Reliability-based optimal structural design by the decoupling approach. Reliab Eng Syst Saf 73(3):213–221CrossRef
Zurück zum Zitat Royset JO, Der Kiureghian A, Polak E (2006) Optimal design with probabilistic objective and constraints. J Eng Mech 132(1):107–118CrossRef Royset JO, Der Kiureghian A, Polak E (2006) Optimal design with probabilistic objective and constraints. J Eng Mech 132(1):107–118CrossRef
Zurück zum Zitat Rozvany GIN (2001) Aims, scope, methods, history and unified terminology of computer-aided topology optimization in structural mechanics. Struct Multidiscipl Optim 21(2):90–108CrossRef Rozvany GIN (2001) Aims, scope, methods, history and unified terminology of computer-aided topology optimization in structural mechanics. Struct Multidiscipl Optim 21(2):90–108CrossRef
Zurück zum Zitat Rozvany GIN (2008) Exact analytical solutions for benchmark problems in probabilistic topology optimization. In: EngOpt 2008–international conference on engineering optimization, Rio de Janeiro Rozvany GIN (2008) Exact analytical solutions for benchmark problems in probabilistic topology optimization. In: EngOpt 2008–international conference on engineering optimization, Rio de Janeiro
Zurück zum Zitat Rozvany GIN, Zhou M, Birker T (1992) Generalized shape optimization without homogenization. Struct Multidiscipl Optim 4(3):250—252 Rozvany GIN, Zhou M, Birker T (1992) Generalized shape optimization without homogenization. Struct Multidiscipl Optim 4(3):250—252
Zurück zum Zitat Shan S, Wang GG (2008) Reliable design space and complete single-loop reliability-based design optimization. Reliab Eng Syst Saf 93(8):1218–1230CrossRef Shan S, Wang GG (2008) Reliable design space and complete single-loop reliability-based design optimization. Reliab Eng Syst Saf 93(8):1218–1230CrossRef
Zurück zum Zitat Silva M, Tortorelli DA, Norato JA, Ha C, Bae HR (2010) Component and system reliability-based topology optimization using a single-loop method. Struct Multidiscipl Optim 41(1):87–106MathSciNetCrossRef Silva M, Tortorelli DA, Norato JA, Ha C, Bae HR (2010) Component and system reliability-based topology optimization using a single-loop method. Struct Multidiscipl Optim 41(1):87–106MathSciNetCrossRef
Zurück zum Zitat Song J, Kang W-H (2009) System reliability and sensitivity under statistical dependence by matrix-based system reliability method. Struct Saf 31(2):148–156MathSciNetCrossRef Song J, Kang W-H (2009) System reliability and sensitivity under statistical dependence by matrix-based system reliability method. Struct Saf 31(2):148–156MathSciNetCrossRef
Zurück zum Zitat Song J, Ok S-Y (2010) Multi-scale system reliability analysis of lifeline networks under earthquake hazards. Earthquake Eng Struct Dyn 39(3):259–279 Song J, Ok S-Y (2010) Multi-scale system reliability analysis of lifeline networks under earthquake hazards. Earthquake Eng Struct Dyn 39(3):259–279
Zurück zum Zitat Sutradhar A, Paulino GH, Miller MJ, Nguyen TH (2010) Topological optimization for designing patient-specific large craniofacial segmental bone replacements. Proc Nat Acad Sci USA 107(30):13222–13227CrossRef Sutradhar A, Paulino GH, Miller MJ, Nguyen TH (2010) Topological optimization for designing patient-specific large craniofacial segmental bone replacements. Proc Nat Acad Sci USA 107(30):13222–13227CrossRef
Zurück zum Zitat Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetMATHCrossRef Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetMATHCrossRef
Zurück zum Zitat Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef
Zurück zum Zitat Wang S, de Sturler E, Paulino GH (2007) Large-scale topology optimization using preconditioned Krylov subspace methods with recycling. Int J Numer Methods Eng 69(12):2441–2468MATHCrossRef Wang S, de Sturler E, Paulino GH (2007) Large-scale topology optimization using preconditioned Krylov subspace methods with recycling. Int J Numer Methods Eng 69(12):2441–2468MATHCrossRef
Zurück zum Zitat Wu YT, Wang W (1998) Efficient probabilistic design by converting reliability constraints to 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 approximately equivalent deterministic constraints. J Integr Des Process Sci 2(4):13–21
Zurück zum Zitat Xu H, Rahman S (2005) Decomposition methods for structural reliability analysis. Probab Eng Mech 20(3):239–250MathSciNetCrossRef Xu H, Rahman S (2005) Decomposition methods for structural reliability analysis. Probab Eng Mech 20(3):239–250MathSciNetCrossRef
Zurück zum Zitat Yang RJ, Chuang C, Gu L, Li G (2005) Experience with approximate reliability-based optimization methods II: an exhaust system problem. Struct Multidiscipl Optim 29(6):488–497CrossRef Yang RJ, Chuang C, Gu L, Li G (2005) Experience with approximate reliability-based optimization methods II: an exhaust system problem. Struct Multidiscipl Optim 29(6):488–497CrossRef
Metadaten
Titel
Single-loop system reliability-based topology optimization considering statistical dependence between limit-states
verfasst von
Tam H. Nguyen
Junho Song
Glaucio H. Paulino
Publikationsdatum
01.11.2011
Verlag
Springer-Verlag
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 5/2011
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-011-0669-0

Weitere Artikel der Ausgabe 5/2011

Structural and Multidisciplinary Optimization 5/2011 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.