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Published in: Structural and Multidisciplinary Optimization 1/2018

02-06-2018 | RESEARCH PAPER

On the orthogonal similarity transformation (OST)-based sensitivity analysis method for robust topology optimization under loading uncertainty: a mathematical proof and its extension

Authors: Junpeng Zhao, Byeng Dong Youn, Heonjun Yoon, Zhifang Fu, Chunjie Wang

Published in: Structural and Multidisciplinary Optimization | Issue 1/2018

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Abstract

The main purpose of this work is to provide a mathematical proof of our previously proposed orthogonal similarity transformation (OST)-based sensitivity analysis method (Zhao et al. Struct Multidisc Optim 50(3):517–522 2014a, Comput Methods Appl Mech Engrg 273:204–218 c); the proof is designed to show the method’s computational effectiveness. Theoretical study of computational efficiency for both robust topology optimization and robust concurrent topology optimization problems shows the necessity of the OST-based sensitivity analysis method for practical problems. Numerical studies were conducted to demonstrate the computational accuracy of the OST-based sensitivity analysis method and its efficiency over the conventional method. The research leads us to conclude that the OST-based sensitivity analysis method can bring considerable computational savings when used for large-scale robust topology optimization problems, as well as robust concurrent topology optimization problems.

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Literature
go back to reference Alvarez F, Carrasco M (2005) Minimization of the expected compliance as an alternative approach to multiload truss optimization. Struct Multidisc Optim 29(6):470–476MathSciNetCrossRefMATH Alvarez F, Carrasco M (2005) Minimization of the expected compliance as an alternative approach to multiload truss optimization. Struct Multidisc Optim 29(6):470–476MathSciNetCrossRefMATH
go back to reference Andreassen E, Andreasen CS (2014) How to determine composite material properties using numerical homogenization. Comput Mater Sci 83:488–495CrossRef Andreassen E, Andreasen CS (2014) How to determine composite material properties using numerical homogenization. Comput Mater Sci 83:488–495CrossRef
go back to reference Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Optim 1(4):193–202CrossRef Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Optim 1(4):193–202CrossRef
go back to reference Calafiore GC, Dabbene F (2008) Optimization under uncertainty with applications to design of truss structures. Struct Multidisc Optim 35(3):189–200MathSciNetCrossRefMATH Calafiore GC, Dabbene F (2008) Optimization under uncertainty with applications to design of truss structures. Struct Multidisc Optim 35(3):189–200MathSciNetCrossRefMATH
go back to reference Carrasco M, Ivorra B, Ramos AM (2012) A variance-expected compliance model for structural optimization. J Optim Theory Appl 152(1):136–151MathSciNetCrossRefMATH Carrasco M, Ivorra B, Ramos AM (2012) A variance-expected compliance model for structural optimization. J Optim Theory Appl 152(1):136–151MathSciNetCrossRefMATH
go back to reference Carrasco M, Ivorra B, Ramos AM (2015) Stochastic topology design optimization for continuous elastic materials. Comput Methods Appl Mech Engrg 289:131–154MathSciNetCrossRef Carrasco M, Ivorra B, Ramos AM (2015) Stochastic topology design optimization for continuous elastic materials. Comput Methods Appl Mech Engrg 289:131–154MathSciNetCrossRef
go back to reference Chen S, Chen W, Lee S (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidisc Optim 41(4):507–524MathSciNetCrossRefMATH Chen S, Chen W, Lee S (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidisc Optim 41(4):507–524MathSciNetCrossRefMATH
go back to reference Choi J, Lee W, Park J, Youn B (2008) A study on robust design optimization of layered plate bonding process considering uncertainties. Struct Multidiscip Optim 35(6):531–540CrossRef Choi J, Lee W, Park J, Youn B (2008) A study on robust design optimization of layered plate bonding process considering uncertainties. Struct Multidiscip Optim 35(6):531–540CrossRef
go back to reference Conti S, Held H, Pach M, Rumpf M, Schultz R (2009) Shape optimization under uncertainty? A stochastic programming perspective. SIAM J Optim 19(4):1610–1632MathSciNetCrossRefMATH Conti S, Held H, Pach M, Rumpf M, Schultz R (2009) Shape optimization under uncertainty? A stochastic programming perspective. SIAM J Optim 19(4):1610–1632MathSciNetCrossRefMATH
go back to reference Csébfalvi A, Lógó J (2017) Volume-constrained expected compliance minimization in continuoustopology optimization with normally distributed and correlated random load directions. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June 2017. Braunschweig, Germany Csébfalvi A, Lógó J (2017) Volume-constrained expected compliance minimization in continuoustopology optimization with normally distributed and correlated random load directions. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June 2017. Braunschweig, Germany
go back to reference Deng J, Chen W (2017) Concurrent topology optimization of multiscale structures with multiple porous materials under random field loading uncertainty. Struct Multidiscip Optim 56(1):1–19MathSciNetCrossRef Deng J, Chen W (2017) Concurrent topology optimization of multiscale structures with multiple porous materials under random field loading uncertainty. Struct Multidiscip Optim 56(1):1–19MathSciNetCrossRef
go back to reference Dunning PD, Kim HA (2013) Robust topology optimization: minimization of expected and variance of compliance. AIAA J 51(11):2656–2664CrossRef Dunning PD, Kim HA (2013) Robust topology optimization: minimization of expected and variance of compliance. AIAA J 51(11):2656–2664CrossRef
go back to reference Dunning PD, Kim HA, Mullineux G (2011) Introducing loading uncertainty in topology optimization. AIAA J 49(4):760–768CrossRef Dunning PD, Kim HA, Mullineux G (2011) Introducing loading uncertainty in topology optimization. AIAA J 49(4):760–768CrossRef
go back to reference Guest JK, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Engrg 198(1):116–124MathSciNetCrossRefMATH Guest JK, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Engrg 198(1):116–124MathSciNetCrossRefMATH
go back to reference Hassani B, Hinton E (1998a) A review of homogenization and topology opimization II-analytical and numerical solution of homogenization equations. Comput Struct 69(6):719–738CrossRef Hassani B, Hinton E (1998a) A review of homogenization and topology opimization II-analytical and numerical solution of homogenization equations. Comput Struct 69(6):719–738CrossRef
go back to reference Hassani B, Hinton E (1998b) A review of homogenization and topology optimization I-homogenization theory for media with periodic structure. Comput Struct 69(6):707–717CrossRefMATH Hassani B, Hinton E (1998b) A review of homogenization and topology optimization I-homogenization theory for media with periodic structure. Comput Struct 69(6):707–717CrossRefMATH
go back to reference Hu C, Youn BD (2011a) Adaptive-sparse polynomial chaos expansion for reliability analysis and design of complex engineering systems. Struct Multidiscip Optim 43(3):419–442MathSciNetCrossRefMATH Hu C, Youn BD (2011a) Adaptive-sparse polynomial chaos expansion for reliability analysis and design of complex engineering systems. Struct Multidiscip Optim 43(3):419–442MathSciNetCrossRefMATH
go back to reference Hu C, Youn BD (2011b) An asymmetric dimension-adaptive tensor-product method for reliability analysis. Struct Saf 33(3):218–231CrossRef Hu C, Youn BD (2011b) An asymmetric dimension-adaptive tensor-product method for reliability analysis. Struct Saf 33(3):218–231CrossRef
go back to reference Kanno Y (2017) Robust truss topology optimization under uncertain loads by using penalty concave-convex procedure. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June, 2017. Braunschweig, Germany Kanno Y (2017) Robust truss topology optimization under uncertain loads by using penalty concave-convex procedure. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June, 2017. Braunschweig, Germany
go back to reference Kim H, Guyer RA (2013) Robust topology optimisation with generalised probability distribution of loading. Tech. rep., Los Alamos National Laboratory (LANL) Kim H, Guyer RA (2013) Robust topology optimisation with generalised probability distribution of loading. Tech. rep., Los Alamos National Laboratory (LANL)
go back to reference Liu L, Yan J, Cheng G (2008) Optimum structure with homogeneous optimum truss-like material. Comput Struct 86(13):1417–1425CrossRef Liu L, Yan J, Cheng G (2008) Optimum structure with homogeneous optimum truss-like material. Comput Struct 86(13):1417–1425CrossRef
go back to reference Martínez-Frutos J, Herrero-Pérez D (2016) Large-scale robust topology optimization using multi-gpu systems. Comput Methods Appl Mech Engrg 311:393–414MathSciNetCrossRef Martínez-Frutos J, Herrero-Pérez D (2016) Large-scale robust topology optimization using multi-gpu systems. Comput Methods Appl Mech Engrg 311:393–414MathSciNetCrossRef
go back to reference Peng X, Li J, Jiang S, Liu Z (2017) Robust topology optimization of continuum structures with loading uncertainty using a perturbation method. Eng Optim, 1–15 Peng X, Li J, Jiang S, Liu Z (2017) Robust topology optimization of continuum structures with loading uncertainty using a perturbation method. Eng Optim, 1–15
go back to reference Ren X, Zhang X (2017) Stochastic sensitivity analysis for robust topology optimization. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June 2017. Braunschweig, Germany Ren X, Zhang X (2017) Stochastic sensitivity analysis for robust topology optimization. In: Proceedings of the 12th World Congress of structural and multidisciplinary optimisation, 5-9 June 2017. Braunschweig, Germany
go back to reference Xia L, Breitkopf P (2015) Design of materials using topology optimization and energy-based homogenization approach in matlab. Struct Multidiscip Optim 52(6):1229–1241MathSciNetCrossRef Xia L, Breitkopf P (2015) Design of materials using topology optimization and energy-based homogenization approach in matlab. Struct Multidiscip Optim 52(6):1229–1241MathSciNetCrossRef
go back to reference Xu S, Cheng G (2010) Optimum material design of minimum structural compliance under seepage constraint. Struct Multidiscip Optim 41(4):575–587MathSciNetCrossRefMATH Xu S, Cheng G (2010) Optimum material design of minimum structural compliance under seepage constraint. Struct Multidiscip Optim 41(4):575–587MathSciNetCrossRefMATH
go back to reference Youn BD, Wang P (2009) Complementary intersection method for system reliability analysis. J Mech Des 131(4):041,004CrossRef Youn BD, Wang P (2009) Complementary intersection method for system reliability analysis. J Mech Des 131(4):041,004CrossRef
go back to reference Youn BD, Xi Z (2009) Reliability-based robust design optimization using the eigenvector dimension reduction (edr) method. Struct Multidiscip Optim 37(5):475–492CrossRef Youn BD, Xi Z (2009) Reliability-based robust design optimization using the eigenvector dimension reduction (edr) method. Struct Multidiscip Optim 37(5):475–492CrossRef
go back to reference Youn BD, Xi Z, Wang P (2008) Eigenvector dimension reduction (edr) method for sensitivity-free probability analysis. Struct Multidiscip Optim 37(1):13–28MathSciNetCrossRefMATH Youn BD, Xi Z, Wang P (2008) Eigenvector dimension reduction (edr) method for sensitivity-free probability analysis. Struct Multidiscip Optim 37(1):13–28MathSciNetCrossRefMATH
go back to reference Zhao J, Wang C (2014a) Robust structural topology optimization under random field loading uncertainty. Struct Multidisc Optim 50(3):517–522MathSciNetCrossRef Zhao J, Wang C (2014a) Robust structural topology optimization under random field loading uncertainty. Struct Multidisc Optim 50(3):517–522MathSciNetCrossRef
go back to reference Zhao J, Wang C (2014b) Robust topology optimization of structures under loading uncertainty. AIAA J 52(2):398–407CrossRef Zhao J, Wang C (2014b) Robust topology optimization of structures under loading uncertainty. AIAA J 52(2):398–407CrossRef
go back to reference Zhao J, Wang C (2014c) Robust topology optimization under loading uncertainty based on linear elastic theory and orthogonal diagonalization of symmetric matrices. Comput Methods Appl Mech Engrg 273:204–218MathSciNetCrossRefMATH Zhao J, Wang C (2014c) Robust topology optimization under loading uncertainty based on linear elastic theory and orthogonal diagonalization of symmetric matrices. Comput Methods Appl Mech Engrg 273:204–218MathSciNetCrossRefMATH
go back to reference Zhao Q, Chen X, Ma ZD, Lin Y (2015) Robust topology optimization based on stochastic collocation methods under loading uncertainties. Math Probl Eng, 2015 Zhao Q, Chen X, Ma ZD, Lin Y (2015) Robust topology optimization based on stochastic collocation methods under loading uncertainties. Math Probl Eng, 2015
go back to reference Zhou M, Rozvany G (1991) The coc algorithm, part ii: topological, geometrical and generalized shape optimization. Comput Methods Appl Mech Eng 89(1-3):309–336CrossRef Zhou M, Rozvany G (1991) The coc algorithm, part ii: topological, geometrical and generalized shape optimization. Comput Methods Appl Mech Eng 89(1-3):309–336CrossRef
Metadata
Title
On the orthogonal similarity transformation (OST)-based sensitivity analysis method for robust topology optimization under loading uncertainty: a mathematical proof and its extension
Authors
Junpeng Zhao
Byeng Dong Youn
Heonjun Yoon
Zhifang Fu
Chunjie Wang
Publication date
02-06-2018
Publisher
Springer Berlin Heidelberg
Published in
Structural and Multidisciplinary Optimization / Issue 1/2018
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-018-2013-4

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