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Published in: Structural and Multidisciplinary Optimization 5/2019

25-05-2019 | Research Paper

Simple, accurate surrogate models of the elastic response of three-dimensional open truss micro-architectures with applications to multiscale topology design

Authors: Seth Watts, William Arrighi, Jun Kudo, Daniel A. Tortorelli, Daniel A. White

Published in: Structural and Multidisciplinary Optimization | Issue 5/2019

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Abstract

Elastic meta-materials are those whose unique properties come from their micro-architecture, rather than, e.g., from their chemistry. The introduction of such architecture, which is increasingly able to be fabricated due to advances in additive manufacturing, expands the design domain and enables improved design, from the most complex multi-physics design problems to the simple compliance design problem that is our focus. Unfortunately, concurrent design of both the micro-scale and the macroscale is computationally very expensive when the former can vary spatially, particularly in three dimensions. Instead, we provide simple, accurate surrogate models of the homogenized linear elastic response of the isotruss, the octet truss, and the ORC truss based on high-fidelity continuum finite element analyses. These surrogate models are relatively accurate over the full range of relative densities, in contrast to analytical models in the literature, which we show lose accuracy as relative density increases. The surrogate models are also simple to implement, which we demonstrate by modifying Sigmund’s 99-line code to solve a three-dimensional, multiscale compliance design problem with spatially varying relative density. We use this code to generate examples in both two and three dimensions that illustrate the advantage of elastic meta-materials over structures with a single length scale, i.e., those without micro-architectures.

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Appendix
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Literature
go back to reference Aage N, Andreassen E, Lazarov BS, Sigmund O (2017) Giga-voxel computational morphogenesis for structural design. Nature 550(7674):84 Aage N, Andreassen E, Lazarov BS, Sigmund O (2017) Giga-voxel computational morphogenesis for structural design. Nature 550(7674):84
go back to reference Allaire G (2002) Shape optimization by the homogenization method. Springer, New YorkMATH Allaire G (2002) Shape optimization by the homogenization method. Springer, New YorkMATH
go back to reference Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 164(1):363–393MathSciNetMATH Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 164(1):363–393MathSciNetMATH
go back to reference Alzahrani M, Choi SK, Rosen DW (2015) Design of truss-like cellular structures using relative density mapping method. Mater Des 85:349–360 Alzahrani M, Choi SK, Rosen DW (2015) Design of truss-like cellular structures using relative density mapping method. Mater Des 85:349–360
go back to reference Bendsøe M, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224MathSciNetMATH Bendsøe M, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224MathSciNetMATH
go back to reference Bendsøe M, Sigmund O (2003) Topology optimization: theory, methods, and applications. Springer, BerlinMATH Bendsøe M, Sigmund O (2003) Topology optimization: theory, methods, and applications. Springer, BerlinMATH
go back to reference Bendsøe MP (1989) Optimal shape design as a material distribution problem. Structural Optimization 1 (4):193–202 Bendsøe MP (1989) Optimal shape design as a material distribution problem. Structural Optimization 1 (4):193–202
go back to reference Bendsøe MP, Sigmund O (1999) Material interpolation schemes in topology optimization. Arch Appl Mech 69(9-10):635– 654MATH Bendsøe MP, Sigmund O (1999) Material interpolation schemes in topology optimization. Arch Appl Mech 69(9-10):635– 654MATH
go back to reference Berger JB, Wadley HNG, McMeeking RM (2017) Mechanical metamaterials at the theoretical limit of isotropic elastic stiffness. Nature 543:233–537 Berger JB, Wadley HNG, McMeeking RM (2017) Mechanical metamaterials at the theoretical limit of isotropic elastic stiffness. Nature 543:233–537
go back to reference Bower AF (2009) Applied mechanics of solids, 1st edn. CRC Press, Boca Raton Bower AF (2009) Applied mechanics of solids, 1st edn. CRC Press, Boca Raton
go back to reference Bruns T, Tortorelli D (2001) Topology optimization of non-linear elastic structures and compliant mechanisms. Comput Methods Appl Mech Eng 190(26):3443–3459MATH Bruns T, Tortorelli D (2001) Topology optimization of non-linear elastic structures and compliant mechanisms. Comput Methods Appl Mech Eng 190(26):3443–3459MATH
go back to reference Chang PS, Rosen DW, Chang PS, Rosen DW (2011) An improved size, matching, and scaling method for the design of deterministic mesoscale truss structures. In: ASME 2011 International design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, pp 697–707 Chang PS, Rosen DW, Chang PS, Rosen DW (2011) An improved size, matching, and scaling method for the design of deterministic mesoscale truss structures. In: ASME 2011 International design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, pp 697–707
go back to reference Coelho PG, Fernandes PR, Guedes JM, Rodrigues HC (2008) A hierarchical model for concurrent material and topology optimisation of three-dimensional structures. Struct Multidiscip Optim 35(2):107–115 Coelho PG, Fernandes PR, Guedes JM, Rodrigues HC (2008) A hierarchical model for concurrent material and topology optimisation of three-dimensional structures. Struct Multidiscip Optim 35(2):107–115
go back to reference Cowin S, Mehrabadi M (1995) Anisotropic symmetries of linear elasticity. Appl Mech Rev 48(5):247–285MATH Cowin S, Mehrabadi M (1995) Anisotropic symmetries of linear elasticity. Appl Mech Rev 48(5):247–285MATH
go back to reference Deshpande VS, Fleck NA, Ashby MF (2001) Effective properties of the octet-truss lattice material. J Mech Phys Solids 49(8):1747–1769MATH Deshpande VS, Fleck NA, Ashby MF (2001) Effective properties of the octet-truss lattice material. J Mech Phys Solids 49(8):1747–1769MATH
go back to reference Feppon F, Michailidis G, Sidebottom MA, Allaire G, Krick BA, Vermaak N (2017) Introducing a level-set based shape and topology optimization method for the wear of composite materials with geometric constraints. Struct Multidiscip Optim 55(2):547–568MathSciNet Feppon F, Michailidis G, Sidebottom MA, Allaire G, Krick BA, Vermaak N (2017) Introducing a level-set based shape and topology optimization method for the wear of composite materials with geometric constraints. Struct Multidiscip Optim 55(2):547–568MathSciNet
go back to reference Francfort GA, Murat F (1986) Homogenization and optimal bounds in linear elasticity. Arch Ration Mech Anal 94(4):307–334MathSciNetMATH Francfort GA, Murat F (1986) Homogenization and optimal bounds in linear elasticity. Arch Ration Mech Anal 94(4):307–334MathSciNetMATH
go back to reference Fuller RB (1961) Synergetic building construction. U.S. Patent No. 2,986, 241 Fuller RB (1961) Synergetic building construction. U.S. Patent No. 2,986, 241
go back to reference Gaynor AT, Guest JK, Gaynor AT, Guest JK (2016) Topology optimization considering overhang constraints: eliminating sacrificial support material in additive manufacturing through design. Struct Multidiscip Optim 54(5):1157–1172MathSciNet Gaynor AT, Guest JK, Gaynor AT, Guest JK (2016) Topology optimization considering overhang constraints: eliminating sacrificial support material in additive manufacturing through design. Struct Multidiscip Optim 54(5):1157–1172MathSciNet
go back to reference Graf GC, Chu J, Engelbrecht S, Rosen DW (2009) Synthesis methods for lightweight lattice structures. In: ASME 2009 International design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, pp 579–589 Graf GC, Chu J, Engelbrecht S, Rosen DW (2009) Synthesis methods for lightweight lattice structures. In: ASME 2009 International design engineering technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, pp 579–589
go back to reference Hashin Z, Shtrikman S (1963) A variational approach to the theory of the elastic behaviour of multiphase materials. J Mech Phys Solids 11(2):127–140MathSciNetMATH Hashin Z, Shtrikman S (1963) A variational approach to the theory of the elastic behaviour of multiphase materials. J Mech Phys Solids 11(2):127–140MathSciNetMATH
go back to reference Horn TJ, Harrysson OLA (2012) Overview of current additive manufacturing technologies and selected applications. Sci Prog 95(3):255–282 Horn TJ, Harrysson OLA (2012) Overview of current additive manufacturing technologies and selected applications. Sci Prog 95(3):255–282
go back to reference Li H, Luo Z, Zhang N, Gao L, Brown T (2016) Integrated design of cellular composites using a level-set topology optimization method. Comput Methods Appl Mech Eng 309:453–475MathSciNetMATH Li H, Luo Z, Zhang N, Gao L, Brown T (2016) Integrated design of cellular composites using a level-set topology optimization method. Comput Methods Appl Mech Eng 309:453–475MathSciNetMATH
go back to reference Liu J, Cheng L, To AC (2017) Arbitrary void feature control in level set topology optimization. Comput Methods Appl Mech Eng 324:595–618MathSciNetMATH Liu J, Cheng L, To AC (2017) Arbitrary void feature control in level set topology optimization. Comput Methods Appl Mech Eng 324:595–618MathSciNetMATH
go back to reference Messner MC (2016) Optimal lattice-structured materials. J Mech Phys Solids 96:162–183MathSciNet Messner MC (2016) Optimal lattice-structured materials. J Mech Phys Solids 96:162–183MathSciNet
go back to reference Messner MC, Barham MI, Kumar M, Barton NR (2015) Wave propagation in equivalent continuums representing truss lattice materials. Int J Solids Struct 73-74:55–66 Messner MC, Barham MI, Kumar M, Barton NR (2015) Wave propagation in equivalent continuums representing truss lattice materials. Int J Solids Struct 73-74:55–66
go back to reference Mirzendehdel AM, Suresh K (2016) Support structure constrained topology optimization for additive manufacturing. Comput Aided Des 81:1–13 Mirzendehdel AM, Suresh K (2016) Support structure constrained topology optimization for additive manufacturing. Comput Aided Des 81:1–13
go back to reference Nakshatrala P, Tortorelli D, Nakshatrala K (2013) Nonlinear structural design using multiscale topology optimization. Part I: static formulation. Comput Methods Appl Mech Eng 261-262:167– 176MathSciNetMATH Nakshatrala P, Tortorelli D, Nakshatrala K (2013) Nonlinear structural design using multiscale topology optimization. Part I: static formulation. Comput Methods Appl Mech Eng 261-262:167– 176MathSciNetMATH
go back to reference Rupp CJ, Evgrafov A, Maute K, Dunn ML (2009) Design of piezoelectric energy harvesting systems: a topology optimization approach based on multilayer plates and shells. J Intell Mater Syst Struct 20(16):1923–1939 Rupp CJ, Evgrafov A, Maute K, Dunn ML (2009) Design of piezoelectric energy harvesting systems: a topology optimization approach based on multilayer plates and shells. J Intell Mater Syst Struct 20(16):1923–1939
go back to reference Sigmund O (1997) On the design of compliant mechanisms using topology optimization. J Struct Mech 25 (4):493–524 Sigmund O (1997) On the design of compliant mechanisms using topology optimization. J Struct Mech 25 (4):493–524
go back to reference Sigmund O (2001) A 99 line topology optimization code written in matlab. Struct Multidiscip Optim 21 (2):120–127 Sigmund O (2001) A 99 line topology optimization code written in matlab. Struct Multidiscip Optim 21 (2):120–127
go back to reference Sigmund O (2011) On the usefulness of non-gradient approaches in topology optimization. Struct Multidiscip Optim 43(5):589–596MathSciNetMATH Sigmund O (2011) On the usefulness of non-gradient approaches in topology optimization. Struct Multidiscip Optim 43(5):589–596MathSciNetMATH
go back to reference Sigmund O, Petersson J (1998) Numerical instabilities in toplogy optimization: a survey on procedures dealing with checkerboards, mesh-dependencies, and local minima. Struct Multidiscip Optim 16(1):68–75 Sigmund O, Petersson J (1998) Numerical instabilities in toplogy optimization: a survey on procedures dealing with checkerboards, mesh-dependencies, and local minima. Struct Multidiscip Optim 16(1):68–75
go back to reference Sigmund O, Torquato S (1997) Design of materials with extreme thermal expansion using three-phase topology optimization method. J Mech Phys Solids 45(6):1037–1067MathSciNet Sigmund O, Torquato S (1997) Design of materials with extreme thermal expansion using three-phase topology optimization method. J Mech Phys Solids 45(6):1037–1067MathSciNet
go back to reference Sivapuram R, Dunning PD, Kim HA (2016) Simultaneous material and structural optimization by multiscale topology optimization. Struct Multidiscip Optim 54(5):1267–1281MathSciNet Sivapuram R, Dunning PD, Kim HA (2016) Simultaneous material and structural optimization by multiscale topology optimization. Struct Multidiscip Optim 54(5):1267–1281MathSciNet
go back to reference Stolpe M, Svanberg K (2001) An alternative interpolation scheme for minimum compliance topology optimization. Struct Multidiscip Optim 22(2):116–124 Stolpe M, Svanberg K (2001) An alternative interpolation scheme for minimum compliance topology optimization. Struct Multidiscip Optim 22(2):116–124
go back to reference Tancogne-Dejean T, Diamantopoulou M, Gorji MB, Bonatti C, Mohr D (2018) 3d platelattices: an emerging class of lowdensity metamaterial exhibiting optimal isotropic stiffness. Adv Mater 30(45):1803334 Tancogne-Dejean T, Diamantopoulou M, Gorji MB, Bonatti C, Mohr D (2018) 3d platelattices: an emerging class of lowdensity metamaterial exhibiting optimal isotropic stiffness. Adv Mater 30(45):1803334
go back to reference Wang M, Wang X, Guo D (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192(1):227–246MathSciNetMATH Wang M, Wang X, Guo D (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192(1):227–246MathSciNetMATH
go back to reference Wang MY, Wang X (2004) “color” level sets: a multi-phase method for structural topology optimization with multiple materials. Comput Methods Appl Mech Eng 193(6–8):469–496MathSciNetMATH Wang MY, Wang X (2004) “color” level sets: a multi-phase method for structural topology optimization with multiple materials. Comput Methods Appl Mech Eng 193(6–8):469–496MathSciNetMATH
go back to reference Watts S, Tortorelli DA (2016) An n-material thresholding method for improving integerness of solutions in topology optimization. Int J Numer Methods Eng 108(12):1498–1524MathSciNet Watts S, Tortorelli DA (2016) An n-material thresholding method for improving integerness of solutions in topology optimization. Int J Numer Methods Eng 108(12):1498–1524MathSciNet
go back to reference Watts S, Tortorelli DA (2017) A geometric projection method for designing three-dimensional open lattices with inverse homogenization. Int J Numer Methods Eng 112(11):1564– 1588MathSciNet Watts S, Tortorelli DA (2017) A geometric projection method for designing three-dimensional open lattices with inverse homogenization. Int J Numer Methods Eng 112(11):1564– 1588MathSciNet
go back to reference White DA, Arrighi WJ, Kudo J, Watts SE (2019) Multiscale topology optimization using neural network surrogate models. Comput Meth Appl Mech Eng 346:1118–1135MathSciNetMATH White DA, Arrighi WJ, Kudo J, Watts SE (2019) Multiscale topology optimization using neural network surrogate models. Comput Meth Appl Mech Eng 346:1118–1135MathSciNetMATH
go back to reference Xia L, Breitkopf P (2014) Concurrent topology optimization design of material and structure within nonlinear multiscale analysis framework. Comput Methods Appl Mech Eng 278:524–542MathSciNetMATH Xia L, Breitkopf P (2014) Concurrent topology optimization design of material and structure within nonlinear multiscale analysis framework. Comput Methods Appl Mech Eng 278:524–542MathSciNetMATH
go back to reference Zener C (1948) Elasticity and anelasticity of metals. University of Chicago Press, ChicagoMATH Zener C (1948) Elasticity and anelasticity of metals. University of Chicago Press, ChicagoMATH
go back to reference Zheng X, Lee H, Weisgraber TH, Shusteff M, DeOtte J, Duoss EB, Kuntz JD, Biener MM, Ge Q, Jackson JA et al (2014) Ultralight, ultrastiff mechanical metamaterials. Science 344(6190):1373–1377 Zheng X, Lee H, Weisgraber TH, Shusteff M, DeOtte J, Duoss EB, Kuntz JD, Biener MM, Ge Q, Jackson JA et al (2014) Ultralight, ultrastiff mechanical metamaterials. Science 344(6190):1373–1377
Metadata
Title
Simple, accurate surrogate models of the elastic response of three-dimensional open truss micro-architectures with applications to multiscale topology design
Authors
Seth Watts
William Arrighi
Jun Kudo
Daniel A. Tortorelli
Daniel A. White
Publication date
25-05-2019
Publisher
Springer Berlin Heidelberg
Published in
Structural and Multidisciplinary Optimization / Issue 5/2019
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-019-02297-5

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