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Erschienen in: Structural and Multidisciplinary Optimization 4/2010

01.04.2010 | Research Paper

Level set based robust shape and topology optimization under random field uncertainties

verfasst von: Shikui Chen, Wei Chen, Sanghoon Lee

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 4/2010

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Abstract

A robust shape and topology optimization (RSTO) approach with consideration of random field uncertainty in loading and material properties is developed in this work. The proposed approach integrates the state-of-the-art level set methods for shape and topology optimization and the latest research development in design under uncertainty. To characterize the high-dimensional random-field uncertainty with a reduced set of random variables, the Karhunen–Loeve expansion is employed. The univariate dimension-reduction (UDR) method combined with Gauss-type quadrature sampling is then employed for calculating statistical moments of the design response. The combination of the above techniques greatly reduces the computational cost in evaluating the statistical moments and enables a semi-analytical approach that evaluates the shape sensitivity of the statistical moments using shape sensitivity at each quadrature node. The applications of our approach to structure and compliant mechanism designs show that the proposed RSTO method can lead to designs with completely different topologies and superior robustness.

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Literatur
Zurück zum Zitat Allaire G, Jouve F, Toader A-M (2002) A level-set method for shape optimization. C R Acad Sci Paris Serie I 334:1–6MathSciNet Allaire G, Jouve F, Toader A-M (2002) A level-set method for shape optimization. C R Acad Sci Paris Serie I 334:1–6MathSciNet
Zurück zum Zitat Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194:363–393MATHCrossRefMathSciNet Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194:363–393MATHCrossRefMathSciNet
Zurück zum Zitat Allen M, Maute K (2005) Reliability-based shape optimization of structures undergoing fluid–structure interaction phenomena. Comput Methods Appl Mech Eng 194(30–33):3472–3495MATHCrossRef Allen M, Maute K (2005) Reliability-based shape optimization of structures undergoing fluid–structure interaction phenomena. Comput Methods Appl Mech Eng 194(30–33):3472–3495MATHCrossRef
Zurück zum Zitat Arian E, Ta’asan S (1995) Shape optimization in one-shot. In: Boggaard J et al (eds) Optimal design and control. Birkhauser, Boston, pp 273–294 Arian E, Ta’asan S (1995) Shape optimization in one-shot. In: Boggaard J et al (eds) Optimal design and control. Birkhauser, Boston, pp 273–294
Zurück zum Zitat Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71:197–224CrossRef Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71:197–224CrossRef
Zurück zum Zitat Bendsøe MP, Ben-Tal A, Zowe J (1994) Optimization methods for truss geometry and topology design. Struct Multidiscipl Optim 7:141–159 Bendsøe MP, Ben-Tal A, Zowe J (1994) Optimization methods for truss geometry and topology design. Struct Multidiscipl Optim 7:141–159
Zurück zum Zitat Beyer H-G, Sendhoff B (2007) Robust optimization—a comprehensive survey. Comput Methods Appl Mech Eng 196(33–34):3190–3218MATHCrossRefMathSciNet Beyer H-G, Sendhoff B (2007) Robust optimization—a comprehensive survey. Comput Methods Appl Mech Eng 196(33–34):3190–3218MATHCrossRefMathSciNet
Zurück zum Zitat Birge J, Louveaux F (1997) Introduction to stochastic programming. Springer, New YorkMATH Birge J, Louveaux F (1997) Introduction to stochastic programming. Springer, New YorkMATH
Zurück zum Zitat Chen SK, Wang MY (2006) Conceptual design of compliant mechanisms using level set method. Frontiers of Mechanical Engineering in China 1(2):131–145CrossRef Chen SK, Wang MY (2006) Conceptual design of compliant mechanisms using level set method. Frontiers of Mechanical Engineering in China 1(2):131–145CrossRef
Zurück zum Zitat Chen SK, Wang MY (2007) Designing distributed compliant mechanisms with characteristic stiffness. In: of the ASME 2007 international design engineering technical conferences and computers and information in engineering conference IDETC/CIE 2007. Las Vegas, Nevada, USA Chen SK, Wang MY (2007) Designing distributed compliant mechanisms with characteristic stiffness. In: of the ASME 2007 international design engineering technical conferences and computers and information in engineering conference IDETC/CIE 2007. Las Vegas, Nevada, USA
Zurück zum Zitat Chen W, Allen JK, Tsui KL, Mistree F (1996) A procedure for robust design: minimizing variations caused by noise factors and control factors. ASME J Mech Des 18(4):478–485CrossRef Chen W, Allen JK, Tsui KL, Mistree F (1996) A procedure for robust design: minimizing variations caused by noise factors and control factors. ASME J Mech Des 18(4):478–485CrossRef
Zurück zum Zitat Chen SK, Wang MY, Liu AQ (2008) Shape feature control in structural topology optimization. Computer-Aided Des 40(9):951–962CrossRefMathSciNet Chen SK, Wang MY, Liu AQ (2008) Shape feature control in structural topology optimization. Computer-Aided Des 40(9):951–962CrossRefMathSciNet
Zurück zum Zitat Chen SK, Wang MY, Wang SY (2005) Optimal synthesis of compliant mechanisms using a connectivity preserving level set method. In: of ASME 2005 international design engineering technical conferences and computers and information in engineering conference, 31st design automation conference. Long Beach, CA Chen SK, Wang MY, Wang SY (2005) Optimal synthesis of compliant mechanisms using a connectivity preserving level set method. In: of ASME 2005 international design engineering technical conferences and computers and information in engineering conference, 31st design automation conference. Long Beach, CA
Zurück zum Zitat Chen S, Lee S, Chen W (2009) Level set based robust shape and topology optimization under random field uncertainties. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference. San Diego, California, USA Chen S, Lee S, Chen W (2009) Level set based robust shape and topology optimization under random field uncertainties. In: ASME 2009 international design engineering technical conferences and computers and information in engineering conference. San Diego, California, USA
Zurück zum Zitat Christiansen S, Patriksson M, Wynter L (2001) Stochastic bilevel programming in structural optimization. Struct Multidiscipl Optim 21(5):361–371CrossRef Christiansen S, Patriksson M, Wynter L (2001) Stochastic bilevel programming in structural optimization. Struct Multidiscipl Optim 21(5):361–371CrossRef
Zurück zum Zitat Conti S, Held H, Pach M, Rumpf M, Schultz R (2008) Shape optimization under uncertainty—a stochastic programming perspective. SIAM J Optim 19(4):1610–1632CrossRefMathSciNet Conti S, Held H, Pach M, Rumpf M, Schultz R (2008) Shape optimization under uncertainty—a stochastic programming perspective. SIAM J Optim 19(4):1610–1632CrossRefMathSciNet
Zurück zum Zitat Du X, Chen W (2000) Towards a better understanding of modeling feasibility robustness in engineering design. ASME J Mech Des 122:385–394CrossRef Du X, Chen W (2000) Towards a better understanding of modeling feasibility robustness in engineering design. ASME J Mech Des 122:385–394CrossRef
Zurück zum Zitat Du X, Chen W (2001) A most probable point based method for uncertainty analysis. J Des Manuf Autom 4:47–66CrossRef Du X, Chen W (2001) A most probable point based method for uncertainty analysis. J Des Manuf Autom 4:47–66CrossRef
Zurück zum Zitat Engels H (1980) Numerical quadrature and cubature. Academic, LondonMATH Engels H (1980) Numerical quadrature and cubature. Academic, LondonMATH
Zurück zum Zitat Ghanem RG, Doostan A (2006) On the construction and analysis of stochastic models: characterization and propagation of the errors associated with limited data. J Comput Phys 217:63–81MATHCrossRefMathSciNet Ghanem RG, Doostan A (2006) On the construction and analysis of stochastic models: characterization and propagation of the errors associated with limited data. J Comput Phys 217:63–81MATHCrossRefMathSciNet
Zurück zum Zitat Ghanem RG, Spanos PD (1991) Stochastic finite elements: a spectral approach. Springer, New YorkMATH Ghanem RG, Spanos PD (1991) Stochastic finite elements: a spectral approach. Springer, New YorkMATH
Zurück zum Zitat Haldar A, Mahadevan S (2000) Reliability assessment using stochastic finite element analysis. Wiley, New York Haldar A, Mahadevan S (2000) Reliability assessment using stochastic finite element analysis. Wiley, New York
Zurück zum Zitat Jin R, Du X, Chen W (2003) The use of metamodeling techniques for optimization under uncertainty. J Struct Multidiscipl Optim 25(2):99–116CrossRef Jin R, Du X, Chen W (2003) The use of metamodeling techniques for optimization under uncertainty. J Struct Multidiscipl Optim 25(2):99–116CrossRef
Zurück zum Zitat Jung H-S, Cho S (2004) Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties. Finite Elem Anal Des 41(3):311–331CrossRefMathSciNet Jung H-S, Cho S (2004) Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties. Finite Elem Anal Des 41(3):311–331CrossRefMathSciNet
Zurück zum Zitat Kalsi M, Hacker K, Lewis K (2001) A comprehensive robust design approach for decision trade-offs in complex systems design. J Mech Des 123(1):1–10CrossRef Kalsi M, Hacker K, Lewis K (2001) A comprehensive robust design approach for decision trade-offs in complex systems design. J Mech Des 123(1):1–10CrossRef
Zurück zum Zitat Kharmanda G, Olhoff N (2002) Reliability-based topology optimization as a new strategy to generate different structural topologies. In: 15th Nordic seminar on computational mechanics. Aalborg, Denmark Kharmanda G, Olhoff N (2002) Reliability-based topology optimization as a new strategy to generate different structural topologies. In: 15th Nordic seminar on computational mechanics. Aalborg, Denmark
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 Kogiso N, Ahn W, Nishiwaki S, Izui K, Yoshimura M (2008) Robust topology optimization for compliant mechanisms considering uncertainty of applied loads. J Adv Mech Des Syst Manufac 2(1):96–107CrossRef Kogiso N, Ahn W, Nishiwaki S, Izui K, Yoshimura M (2008) Robust topology optimization for compliant mechanisms considering uncertainty of applied loads. J Adv Mech Des Syst Manufac 2(1):96–107CrossRef
Zurück zum Zitat Lee SH, Chen W (2008) A comparative study of uncertainty propagation methods for black-box type functions. Struct Multidiscipl Optim 37(3):239–253CrossRefMathSciNet Lee SH, Chen W (2008) A comparative study of uncertainty propagation methods for black-box type functions. Struct Multidiscipl Optim 37(3):239–253CrossRefMathSciNet
Zurück zum Zitat Lee SH, Chen W, Kwak BM (2009) Robust design with arbitrary distributions using Gauss-type quadrature formula. Struct Multidiscipl Optim 39(3):227–243CrossRefMathSciNet Lee SH, Chen W, Kwak BM (2009) Robust design with arbitrary distributions using Gauss-type quadrature formula. Struct Multidiscipl Optim 39(3):227–243CrossRefMathSciNet
Zurück zum Zitat Maute K, Frangopol DM (2003) Reliability-based design of MEMS mechanisms by topology optimization. Comput Struct 81:813–824CrossRef Maute K, Frangopol DM (2003) Reliability-based design of MEMS mechanisms by topology optimization. Comput Struct 81:813–824CrossRef
Zurück zum Zitat Melchers RE (1999) Structural reliability analysis and prediction. Wiley, Chichester Melchers RE (1999) Structural reliability analysis and prediction. Wiley, Chichester
Zurück zum Zitat Mogami K et al (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 et al (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 Mozumder C et al (2006) An investigation of reliability-based topology optimization techniques. In: Proceedings of the 11th AIAA/ISSMO multidisciplinary analysis and optimization conference, AIAA-2006–7058. AIAA, Portsmouth Mozumder C et al (2006) An investigation of reliability-based topology optimization techniques. In: Proceedings of the 11th AIAA/ISSMO multidisciplinary analysis and optimization conference, AIAA-2006–7058. AIAA, Portsmouth
Zurück zum Zitat Osher S, Fedkiw R (2003) Level sets methods and dynamic implicit surfaces. Springer, New York Osher S, Fedkiw R (2003) Level sets methods and dynamic implicit surfaces. Springer, New York
Zurück zum Zitat Osher S, Sethian J (1988) Fronts propagating with curvature-dependent speed: algorithms based on Hamilton–Jacobi formulations. J Comput Phys 79:12–49MATHCrossRefMathSciNet Osher S, Sethian J (1988) Fronts propagating with curvature-dependent speed: algorithms based on Hamilton–Jacobi formulations. J Comput Phys 79:12–49MATHCrossRefMathSciNet
Zurück zum Zitat Osher S, Santosa F (2001) Level set methods for optimization problems involving geometry and constraints. I. Frequencies of a two-density inhomogeneous drum. J Comput Phys 171:272–288MATHCrossRefMathSciNet Osher S, Santosa F (2001) Level set methods for optimization problems involving geometry and constraints. I. Frequencies of a two-density inhomogeneous drum. J Comput Phys 171:272–288MATHCrossRefMathSciNet
Zurück zum Zitat Parkinson A, Sorensen C, Pourhassan N (1993) A general approach for robust optimal design. ASME J Mech Des 115(1):74–80CrossRef Parkinson A, Sorensen C, Pourhassan N (1993) A general approach for robust optimal design. ASME J Mech Des 115(1):74–80CrossRef
Zurück zum Zitat Phadke MS (1989) Quality engineering using robust design. Prentice Hall, Englewood Cliffs Phadke MS (1989) Quality engineering using robust design. Prentice Hall, Englewood Cliffs
Zurück zum Zitat Pironneau O (1984) Optimal shape design for elliptic systems. Series in computational physics. Springer, New York Pironneau O (1984) Optimal shape design for elliptic systems. Series in computational physics. Springer, New York
Zurück zum Zitat Rahman S, Xu H (2004) A univariate dimension-reduction method for multi-dimensional integration in stochastic mechanics. Probab Eng Mech 19:393–408CrossRef Rahman S, Xu H (2004) A univariate dimension-reduction method for multi-dimensional integration in stochastic mechanics. Probab Eng Mech 19:393–408CrossRef
Zurück zum Zitat Reddy J (1986) Applied functional analysis and variational methods in engineering. McGraw-Hill, New YorkMATH Reddy J (1986) Applied functional analysis and variational methods in engineering. McGraw-Hill, New YorkMATH
Zurück zum Zitat Rozvany GIN, Zhou M, Birker T (1992) Generalized shape optimization without homogenization. Struct Optim 4:250–254CrossRef Rozvany GIN, Zhou M, Birker T (1992) Generalized shape optimization without homogenization. Struct Optim 4:250–254CrossRef
Zurück zum Zitat Seepersad CC, Alien JK, Mcdowell DL, Mistree F (2006) Robust design of cellular materials with topological and dimensional imperfections. ASME J Mech Des 128:1285–1297CrossRef Seepersad CC, Alien JK, Mcdowell DL, Mistree F (2006) Robust design of cellular materials with topological and dimensional imperfections. ASME J Mech Des 128:1285–1297CrossRef
Zurück zum Zitat Sethian JA (1999) Level set methods and fast marching methods, 2nd edn. Cambridge University Press, CambridgeMATH Sethian JA (1999) Level set methods and fast marching methods, 2nd edn. Cambridge University Press, CambridgeMATH
Zurück zum Zitat Sethian JA, Wiengmann A (2000) Structural boundary design via level set and immersed interface methods. J Comput Phys 163:489–528MATHCrossRefMathSciNet Sethian JA, Wiengmann A (2000) Structural boundary design via level set and immersed interface methods. J Comput Phys 163:489–528MATHCrossRefMathSciNet
Zurück zum Zitat Sigmund O (2001) A 99 line topology optimization code written in MATLAB. Struct Multidiscipl Optim 21(2):120–127CrossRef Sigmund O (2001) A 99 line topology optimization code written in MATLAB. Struct Multidiscipl Optim 21(2):120–127CrossRef
Zurück zum Zitat Sokolowski J, Zolesio JP (1992) Introduction to shape optimization: shape sensitivity analysis. Springer, New YorkMATH Sokolowski J, Zolesio JP (1992) Introduction to shape optimization: shape sensitivity analysis. Springer, New YorkMATH
Zurück zum Zitat Taguchi G (1993) Taguchi on robust technology development: bringing quality engineering upstream. ASME, New York Taguchi G (1993) Taguchi on robust technology development: bringing quality engineering upstream. ASME, New York
Zurück zum Zitat Wang MY, Chen SK (2009) Compliant mechanism optimization: analysis and design with intrinsic characteristic stiffness. Mech Des Struct Mach 37(2):183–200CrossRef Wang MY, Chen SK (2009) Compliant mechanism optimization: analysis and design with intrinsic characteristic stiffness. Mech Des Struct Mach 37(2):183–200CrossRef
Zurück zum Zitat Wang MY, Wang XM (2004a) ‘Color’ level sets: a multi-phase level set method for structural topology optimization with multiple materials. Comput Methods Appl Mech Eng 193:469–496MATHCrossRef Wang MY, Wang XM (2004a) ‘Color’ level sets: a multi-phase level set method for structural topology optimization with multiple materials. Comput Methods Appl Mech Eng 193:469–496MATHCrossRef
Zurück zum Zitat Wang MY, Wang XM (2004b) PDE-driven level sets, shape sensitivity, and curvature flow for structural topology optimization. Comput Model Eng Sci 6:373–395MATH Wang MY, Wang XM (2004b) PDE-driven level sets, shape sensitivity, and curvature flow for structural topology optimization. Comput Model Eng Sci 6:373–395MATH
Zurück zum Zitat Wang MY, Wang XM, Guo DM (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192:227–246MATHCrossRefMathSciNet Wang MY, Wang XM, Guo DM (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192:227–246MATHCrossRefMathSciNet
Zurück zum Zitat Wang MY, Chen SK, Wang XM, Mei YL (2005) Design of multi-material compliant mechanisms using level set methods. ASME J Mech Des 127(5):941–956CrossRef Wang MY, Chen SK, Wang XM, Mei YL (2005) Design of multi-material compliant mechanisms using level set methods. ASME J Mech Des 127(5):941–956CrossRef
Zurück zum Zitat Wu CFJ, Hamada M (2000) Experiments: planning, analysis, and parameter design optimization. Wiley, New YorkMATH Wu CFJ, Hamada M (2000) Experiments: planning, analysis, and parameter design optimization. Wiley, New YorkMATH
Zurück zum Zitat Xu H, Rahman S (2004) A generalized dimension-reduction method for multi-dimensional integration in stochastic mechanics. Int J Numer Methods Eng 61:1992–2019MATHCrossRef Xu H, Rahman S (2004) A generalized dimension-reduction method for multi-dimensional integration in stochastic mechanics. Int J Numer Methods Eng 61:1992–2019MATHCrossRef
Zurück zum Zitat Ying X, Lee S, Chen W, Liu W (2009) Efficient random field uncertainty propagation in design using multiscale analysis. ASME J Mech Des 131(2):021006.1–021006.10 Ying X, Lee S, Chen W, Liu W (2009) Efficient random field uncertainty propagation in design using multiscale analysis. ASME J Mech Des 131(2):021006.1–021006.10
Zurück zum Zitat Zhao Y-G, Ono T (2001) Moment methods for structural reliability. J Struct Saf 23:47–75CrossRef Zhao Y-G, Ono T (2001) Moment methods for structural reliability. J Struct Saf 23:47–75CrossRef
Metadaten
Titel
Level set based robust shape and topology optimization under random field uncertainties
verfasst von
Shikui Chen
Wei Chen
Sanghoon Lee
Publikationsdatum
01.04.2010
Verlag
Springer-Verlag
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 4/2010
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-009-0449-2

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