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Robust topology optimization of frame structures under geometric or material properties uncertainties

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Abstract

A robust topology optimization algorithm is proposed for frame structures in the presence of geometric or material properties uncertainties. While geometric uncertainties were modeled with uncorrelated random variables expressing the node locations of the structure, material properties uncertainties were modeled with a correlated random field of the material Young’s modulus with an exponentially decaying correlation structure throughout the domain. The proposed algorithm uses stochastic perturbation method for propagating these uncertainties to the structural response level, measured in terms of compliance, and optimizes the expected value plus multiple factors of the standard deviation of the response. A comparison between the resulting robust designs and deterministic designs is made, and changes to the final topologies are discussed. Moreover, using Monte Carlo simulation, it was shown that the robust designs outperform the deterministic designs under real-world situations that are accompanied with uncertainties.

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References

  • American Institute of Steel Construction (2015) Steel Construction Manual Shapes Database. https://www.aisc.org/globalassets/product-files-not-searched/manuals/aiscshapesdatabasev14_1-current.zip

  • Amir O, Sigmund O, Lazarov BS, Schevenels M (2012) Efficient reanalysis techniques for robust topology optimization. Comput Methods Appl Mech Eng 245:217–231

    Article  MathSciNet  MATH  Google Scholar 

  • Asadpoure A, Guest J, Igusa T (2010) Structural topology optimization considering correlated uncertainties in elastic modulus. In: Collection of Technical Papers - AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference

  • Asadpoure A, Tootkaboni M, Guest JK (2011) Robust topology optimization of structures with uncertainties in stiffness–application to truss structures. Comput Struct 89(11):1131–1141

    Article  Google Scholar 

  • Asadpoure A, Valdevit L (2015) Topology optimization of lightweight periodic lattices under simultaneous compressive and shear stiffness constraints. Int. J Solids Struc 60:1–16

  • Ben-Tal A, Nemirovski A (1997) Robust truss topology design via semidefinite programming. SIAM J Optim 7(4):991–1016

    Article  MathSciNet  MATH  Google Scholar 

  • Bendsoe MP, Sigmund O (2004) Topology optimization: theory, methods and applications. Springer

  • Beyer H-G, Sendhoff B (2007) Robust optimization–a comprehensive survey. Comput Methods Appl Mech Eng 196(33):3190–3218

    Article  MathSciNet  MATH  Google Scholar 

  • Calafiore GC, Dabbene F (2008) Optimization under uncertainty with applications to design of truss structures. Struct Multidiscip Optim 35(3):189–200

    Article  MathSciNet  MATH  Google Scholar 

  • Changizi N, Jalalpour M (2017) Stress-based topology optimization of steel frame structures using members with standard cross-sections: Gradient-based approach. Journal of Structural Engineering, In press doi:10.1061/(ASCE)ST.1943-541X.0001807

  • Changizi N, Kaboodanian H, Jalalpour M (2017) Stress-based topology optimization of frame structures under geometric uncertainty. Comput Methods Appl Mech Eng 315(2):121–140

    Article  MathSciNet  Google Scholar 

  • Chen S, Chen W, Lee S (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidiscip Optim 41(4):507–524

    Article  MathSciNet  MATH  Google Scholar 

  • Csébfalvi A (2014) A new theoretical approach for robust truss optimization with uncertain load directions. Mech Based Des Struct Mach 42(4):442–453

    Article  Google Scholar 

  • De Gournay F, Allaire G, Jouve F (2008) Shape and topology optimization of the robust compliance via the level set method. ESAIM: Control. Optimisation and Calculus of Variations 14(01):43–70

    Article  MathSciNet  MATH  Google Scholar 

  • Deaton JD, Grandhi RV (2014) A survey of structural and multidisciplinary continuum topology optimization: post 2000. Struct Multidiscip Optim 49(1):1–38

    Article  MathSciNet  Google Scholar 

  • Duysinx P, Bendsøe MP (1998) Topology optimization of continuum structures with local stress constraints. Int J Numer Methods Eng 43(8):1453–1478

    Article  MathSciNet  MATH  Google Scholar 

  • Fredricson H (2005) Topology optimization of frame structures—joint penalty and material selection. Struct Multidiscip Optim 30(3):193–200

    Article  MathSciNet  Google Scholar 

  • Fredricson H, Johansen T, Klarbring A, Petersson J (2003) Topology optimization of frame structures with flexible joints. Struct Multidiscip Optim 25(3):199–214

    Article  MathSciNet  MATH  Google Scholar 

  • Guest J, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Meth Appl Mech Eng 198(1):116–124

    Article  MathSciNet  MATH  Google Scholar 

  • Hisada T, Nakagiri S (1981) Stochastic finite element method developed for structural safety and reliability. In: proceedings of the 3rd international conference on structural safety and reliability, pp 395–408

  • Jalalpour M, Guest JK, Igusa T (2013) Reliability-based topology optimization of trusses with stochastic stiffness. Struct Saf 43:41–49

    Article  Google Scholar 

  • Jalalpour M, Igusa T, Guest J (2011) Optimal design of trusses with geometric imperfections: Accounting for global instability. Int J Solids Struct 48(21):3011–3019

    Article  Google Scholar 

  • Jalalpour M, Tootkaboni M (2016) An efficient approach to reliability-based topology optimization for continua under material uncertainty. Struct Multidiscip Optim 53(4):759–772

    Article  MathSciNet  Google Scholar 

  • Jang G-W, Dijk NP, Keulen F (2012) Topology optimization of mems considering etching uncertainties using the level-set method. Int J Numer Methods Eng 92(6):571–588

    Article  MathSciNet  MATH  Google Scholar 

  • Jansen M, Lombaert G, Diehl M, Lazarov BS, Sigmund O, Schevenels M (2013) Robust topology optimization accounting for misplacement of material. Struct Multidiscip Optim 47(3):317– 333

    Article  MathSciNet  MATH  Google Scholar 

  • Kang Z, Bai S (2013) On robust design optimization of truss structures with bounded uncertainties. Struct Multidiscip Optim 47(5):699–714

    Article  MathSciNet  MATH  Google Scholar 

  • Kanno Y, Guo X (2010) A mixed integer programming for robust truss topology optimization with stress constraints. Int J Numer Methods Eng 83(13):1675–1699

    Article  MathSciNet  MATH  Google Scholar 

  • Kharmanda G, Mohamed A, Lemaire M (2002) Efficient reliability-based design optimization using a hybrid space with application to finite element analysis. Struct Multidiscip Optim 24(3):233–245

    Article  Google Scholar 

  • Kleiber M, Hien TD (1992) The stochastic finite element method: basic perturbation technique and computer implementation. Wiley, New York

    MATH  Google Scholar 

  • Kocvara M (2002) On the modelling and solving of the truss design problem with global stability constraints. Struct Multidiscip Optim 23:189–203

    Article  Google Scholar 

  • Kogiso N, Ahn W, Nishiwaki S, Izui K, Yoshimura M (2008) Robust topology optimization for compliant mechanisms considering uncertainty of applied loads. Journal of Advanced Mechanical Design Systems, and Manufacturing 2(1):96–107

    Article  Google Scholar 

  • Lazarov BS, Schevenels M, Sigmund O (2012a) Topology optimization considering material and geometric uncertainties using stochastic collocation methods. Struct Multidiscip Optim 46(4):597–612

    Article  MathSciNet  MATH  Google Scholar 

  • Lazarov BS, Schevenels M, Sigmund O (2012b) Topology optimization with geometric uncertainties by perturbation techniques. Int J Numer Methods Eng 90(11):1321–1336

    Article  MATH  Google Scholar 

  • Liu WK, Belytschko T, Mani A (1986) Probabilistic finite elements for nonlinear structural dynamics. Comput Methods Appl Mech Eng 56(1):61–81

    Article  MATH  Google Scholar 

  • Lógó J (2007) New type of optimality criteria method in case of probabilistic loading conditions#. Mech Based Des Struct Mach 35(2):147–162

    Article  Google Scholar 

  • Lógó J (2012) Simp type topology optimization procedure considering uncertain load position. Civ Eng 56(2):213–219

    Google Scholar 

  • 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):327–348

    Article  Google Scholar 

  • Lógó J, Merczel DB, Nagy L (2011) On optimal topologies in case of uncertain load positions. In: Topping BH, Tsompanakis VY (eds) Proceedings of the Thirteenth International Conference on Civil, Structural and Environmental Engineering Computing, Chania, Greece. Civil-Comp Press, Edinburgh

    Google Scholar 

  • Maute K (2014) Topology optimization under uncertainty. In: Topology Optimization in Structural and Continuum Mechanics, pages 457–471. Springer

  • 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 Multi Optim 32:299–311

    Article  Google Scholar 

  • Padovan L, Pediroda V, Oloni C (2005) Multi objective robust design optimization of airfoils in transonic field. In: Multidisciplinary Methods for Analysis Optimization and Control of Complex Systems, pages 283–295. Springer

  • Patel J, Choi S-K (2012) Classification approach for reliability-based topology optimization using probabilistic neural networks. Struct Multi Optim 45(4):529–543

    Article  MathSciNet  MATH  Google Scholar 

  • Pedersen CB (2003) Topology optimization design of crushed 2d-frames for desired energy absorption history. Struct Multi Optim 25(5-6):368–382

    Article  Google Scholar 

  • Pedersen CB (2004) Crashworthiness design of transient frame structures using topology optimization. Comput Methods Appl Mech Eng 193(6):653–678

    Article  MATH  Google Scholar 

  • Richardson J, Coelho RF, Adriaenssens S (2016) A unified stochastic framework for robust topology optimization of continuum and truss-like structures. Eng Optim 48(2):334– 350

    Article  MathSciNet  Google Scholar 

  • Richardson JN, Coelho RF, Adriaenssens S (2015) Robust topology optimization of truss structures with random loading and material properties: A multiobjective perspective. Comput Struct 154:41–47

    Article  Google Scholar 

  • Rojas-Labanda S, Stolpe M (2015) Benchmarking optimization solvers for structural topology optimization. Struct Multidiscip Optim:1–21

  • Sandgren E, Cameron T (2002) Robust design optimization of structures through consideration of variation. Comput Struct 80(20):1605–1613

    Article  Google Scholar 

  • Schevenels M, Lazarov BS, Sigmund O (2011) Robust topology optimization accounting for spatially varying manufacturing errors. Comput Meth Appl Mech Eng 200:3613–3627

    Article  MATH  Google Scholar 

  • Schuëller G, Jensen H (2008) Computational methods in optimization considering uncertainties- an overview. Comput Meth Appl Mech Eng 198(1):2–13

    Article  MATH  Google Scholar 

  • Sigmund O (2009) Manufacturing tolerant topology optimization. Acta Mech Sinica 25(2):227–239

    Article  MATH  Google Scholar 

  • Sigmund O (2011) On the usefulness of non-gradient approaches in topology optimization. Struct Multidiscip Optim 43(5):589–596

    Article  MathSciNet  MATH  Google Scholar 

  • Silva M, Tortorelli D, Norato J, Ha C, Bae H-R (2010) Component and system reliability-based topology optimization using a single-loop method. Struct Multi Optim 41:87–106

    Article  MathSciNet  MATH  Google Scholar 

  • Stromberg LL, Beghini A, Baker WF, Paulino GH (2012) Topology optimization for braced frames: combining continuum and beam/column elements. Eng Struct 37:106–124

    Article  Google Scholar 

  • Svanberg K (1987) The method of moving asymptotesa new method for structural optimization. Int J Numer Methods Eng 24(2):359–373

    Article  MathSciNet  MATH  Google Scholar 

  • Takezawa A, Nishiwaki S, Izui K, Yoshimura M (2007) Structural optimization based on topology optimization techniques using frame elements considering cross-sectional properties. Struct Multi Optim 34(1):41–60

    Article  Google Scholar 

  • The MathWorks Inc (2012) MATLAB- Optimization toolbox, Version 6.2. The MathWorks Inc., Natick, Massachusetts

    Google Scholar 

  • Tootkaboni M, Asadpoure A, Guest JK (2012) Topology optimization of continuum structures under uncertainty : A polynomial chaos approach. Comput Meth Appl Mech Eng 201:204(0):263–275

    Article  MathSciNet  MATH  Google Scholar 

  • Torii AJ, Lopez RH, Miguel LF (2014) Modeling of global and local stability in optimization of truss-like structures using frame elements. Struct Multidiscip Optim:1–12

  • Yonekura K, Kanno Y (2010) Global optimization of robust truss topology via mixed integer semidefinite programming. Optim Eng 11(3):355–379

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Mehdi Jalalpour.

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Changizi, N., Jalalpour, M. Robust topology optimization of frame structures under geometric or material properties uncertainties. Struct Multidisc Optim 56, 791–807 (2017). https://doi.org/10.1007/s00158-017-1686-4

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  • DOI: https://doi.org/10.1007/s00158-017-1686-4

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