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Erschienen in: Structural and Multidisciplinary Optimization 5/2011

01.05.2011 | Forum

On the usefulness of non-gradient approaches in topology optimization

verfasst von: Ole Sigmund

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

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Abstract

Topology optimization is a highly developed tool for structural design and is by now being extensively used in mechanical, automotive and aerospace industries throughout the world. Gradient-based topology optimization algorithms may efficiently solve fine-resolution problems with thousands and up to millions of design variables using a few hundred (finite element) function evaluations (and even less than 50 in some commercial codes). Nevertheless, non-gradient topology optimization approaches that require orders of magnitude more function evaluations for extremely low resolution examples keep appearing in the literature. This forum article discusses the practical and scientific relevance of publishing papers that use immense computational resources for solving simple problems for which there already exist efficient solution techniques.

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Fußnoten
1
Despite its name the ESO method may in fact be categorized as a gradient-based method since it uses sensitivity analysis to determine discrete design updates.
 
2
Wu and Tseng (2010) report a compliance value of c = 64.44, however, this value was not reproducible by using the FE-solver from the 99-line Matlab code by Sigmund (2001). Exact agreement was however obtained when comparing objective values with the original examples presented in Wang and Tai (2005).
 
3
For some reason the number of iterations for the same problem solved using density filtering is an order of magnitude higher (455). The reason for this difference will be investigated in future work.
 
4
Claiming that GTO methods yield non-discrete, grey-scale design is not enough since these results can be easily thresholded as demonstrated in Section 2.1.
 
Literatur
Zurück zum Zitat Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194(1):363–393MathSciNetMATHCrossRef Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194(1):363–393MathSciNetMATHCrossRef
Zurück zum Zitat Balamurugan R, Ramakrishnan C, Swaminathan N (2011) A two phase approach based on skeleton convergence and geometric variables for topology optimization using genetic algorithm. Struct Multidisc Optim. doi:10.1007/s00158-010-0560-4 Balamurugan R, Ramakrishnan C, Swaminathan N (2011) A two phase approach based on skeleton convergence and geometric variables for topology optimization using genetic algorithm. Struct Multidisc Optim. doi:10.​1007/​s00158-010-0560-4
Zurück zum Zitat Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Optim 1:193–202CrossRef Bendsøe MP (1989) Optimal shape design as a material distribution problem. Struct Optim 1:193–202CrossRef
Zurück zum Zitat Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224CrossRef Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224CrossRef
Zurück zum Zitat Bendsøe MP, Sigmund O (2004) Topology optimization—theory, methods and applications. Springer, BerlinMATH Bendsøe MP, Sigmund O (2004) Topology optimization—theory, methods and applications. Springer, BerlinMATH
Zurück zum Zitat Bruns TE, Sigmund (2004) Toward the topology design of mechanisms that exhibit snap-through behavior. Comput Methods Appl Mech Eng 193:3973–4000MathSciNetMATHCrossRef Bruns TE, Sigmund (2004) Toward the topology design of mechanisms that exhibit snap-through behavior. Comput Methods Appl Mech Eng 193:3973–4000MathSciNetMATHCrossRef
Zurück zum Zitat Cox SJ, Dobson DC (1999) Maximizing band gaps in two-dimensional photonic crystals. SIAM J Appl Math 59(6):2108–2120MathSciNetMATH Cox SJ, Dobson DC (1999) Maximizing band gaps in two-dimensional photonic crystals. SIAM J Appl Math 59(6):2108–2120MathSciNetMATH
Zurück zum Zitat Gersborg A, Sigmund O (2011) Maximizing opto-mechanical interaction using topology optimization. Int J Numer Methods Eng. doi:10.1002/nme.3133 Gersborg A, Sigmund O (2011) Maximizing opto-mechanical interaction using topology optimization. Int J Numer Methods Eng. doi:10.​1002/​nme.​3133
Zurück zum Zitat Guest J, Prevost J, Belytschko T (2004) Achieving minimum length scale in topology optimization using nodal design variables and projection functions. Int J Numer Methods Eng 61(2):238–254MathSciNetMATHCrossRef Guest J, Prevost J, Belytschko T (2004) Achieving minimum length scale in topology optimization using nodal design variables and projection functions. Int J Numer Methods Eng 61(2):238–254MathSciNetMATHCrossRef
Zurück zum Zitat Halkjær S, Sigmund O, Jensen JS (2005) Inverse design of phononic crystals by topology optimization. Z Kristallogr 220(9–10):895–905CrossRef Halkjær S, Sigmund O, Jensen JS (2005) Inverse design of phononic crystals by topology optimization. Z Kristallogr 220(9–10):895–905CrossRef
Zurück zum Zitat Hemp W (1973) Optimum structures. Clarendon Press, Oxford Hemp W (1973) Optimum structures. Clarendon Press, Oxford
Zurück zum Zitat Jain C, Saxena A (2010) An improved material-mask overlay strategy for topology optimization of structures and compliant mechanisms. J Mech Des 132(6):061006. doi:10.1115/1.4001530 CrossRef Jain C, Saxena A (2010) An improved material-mask overlay strategy for topology optimization of structures and compliant mechanisms. J Mech Des 132(6):061006. doi:10.​1115/​1.​4001530 CrossRef
Zurück zum Zitat Kawamoto A, Bendsøe MP, Sigmund O (2004) Planar articulated mechanism design by graph theoretical enumeration. Struct Multidisc Optim 27(4):295–299CrossRef Kawamoto A, Bendsøe MP, Sigmund O (2004) Planar articulated mechanism design by graph theoretical enumeration. Struct Multidisc Optim 27(4):295–299CrossRef
Zurück zum Zitat Lazarov B, Sigmund O (2011) Filters in topology optimization as a solution to Helmholtz type differential equation. Int J Numer Methods Eng. doi:10.1002/nme.3072. Online first Lazarov B, Sigmund O (2011) Filters in topology optimization as a solution to Helmholtz type differential equation. Int J Numer Methods Eng. doi:10.​1002/​nme.​3072. Online first
Zurück zum Zitat Michell AGM (1904) The limit of economy of material in frame structures. Philos Mag 8(6):589–597 Michell AGM (1904) The limit of economy of material in frame structures. Philos Mag 8(6):589–597
Zurück zum Zitat Mlejnek HP (1992) Some aspects of the genesis of structures. Struct Optim 5:64–69CrossRef Mlejnek HP (1992) Some aspects of the genesis of structures. Struct Optim 5:64–69CrossRef
Zurück zum Zitat Ohsaki M, Katoh N, Kinoshita T, Tanigawa S, Avis D, Streinu I (2009) Enumeration of optimal pin-jointed bistable compliant mechanisms with non-crossing members. Struct Multidisc Optim 37(6):645–651. doi:10.1007/s00158-008-0258-z CrossRef Ohsaki M, Katoh N, Kinoshita T, Tanigawa S, Avis D, Streinu I (2009) Enumeration of optimal pin-jointed bistable compliant mechanisms with non-crossing members. Struct Multidisc Optim 37(6):645–651. doi:10.​1007/​s00158-008-0258-z CrossRef
Zurück zum Zitat Prasad J, Diaz AR (2006) Synthesis of bistable periodic structures using topology optimization and a genetic algorithm. J Mech Des 128(6):1298–1306. doi:10.1115/1.2338576 CrossRef Prasad J, Diaz AR (2006) Synthesis of bistable periodic structures using topology optimization and a genetic algorithm. J Mech Des 128(6):1298–1306. doi:10.​1115/​1.​2338576 CrossRef
Zurück zum Zitat Shim PY, Manoochehri S (1997) Generating optimal configurations in structural design using simulated annealing. Int J Numer Methods Eng 40(6):1053–1069MATHCrossRef Shim PY, Manoochehri S (1997) Generating optimal configurations in structural design using simulated annealing. Int J Numer Methods Eng 40(6):1053–1069MATHCrossRef
Zurück zum Zitat Sigmund O (2007) Morphology-based black and white filters for topology optimization. Struct Multidisc Optim 33(4–5):401–424CrossRef Sigmund O (2007) Morphology-based black and white filters for topology optimization. Struct Multidisc Optim 33(4–5):401–424CrossRef
Zurück zum Zitat Sigmund O, Jensen JS (2003) Systematic design of phononic band gap materials and structures by topology optimization. Philos Trans R Soc Lond Ser A: Math Phys Sci 361:1001–1019MathSciNetMATHCrossRef Sigmund O, Jensen JS (2003) Systematic design of phononic band gap materials and structures by topology optimization. Philos Trans R Soc Lond Ser A: Math Phys Sci 361:1001–1019MathSciNetMATHCrossRef
Zurück zum Zitat Sigmund O, Hougaard K (2008) Geometrical properties of optimal photonic crystals. Phys Rev Lett 100(15):153904CrossRef Sigmund O, Hougaard K (2008) Geometrical properties of optimal photonic crystals. Phys Rev Lett 100(15):153904CrossRef
Zurück zum Zitat Sokol T, Lewinski T (2010) On the solution of the three forces problem and its application in optimal designing of a class of symmetric plane frameworks of least weight. Struct Multidisc Optim 42:835–853MathSciNetCrossRef Sokol T, Lewinski T (2010) On the solution of the three forces problem and its application in optimal designing of a class of symmetric plane frameworks of least weight. Struct Multidisc Optim 42:835–853MathSciNetCrossRef
Zurück zum Zitat Tcherniak D, Sigmund O (2001) A web-based topology optimization program. Struct Multidisc Optim 22(3):179–187CrossRef Tcherniak D, Sigmund O (2001) A web-based topology optimization program. Struct Multidisc Optim 22(3):179–187CrossRef
Zurück zum Zitat Wang M, Wang X, Guo D (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192(1–2):227–246MATHCrossRef Wang M, Wang X, Guo D (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192(1–2):227–246MATHCrossRef
Zurück zum Zitat Wang M, Zhou S (2004) Phase field: a variational method for structural topology optimization. CMES—Comput Model Eng Sci 6(6):547–566MathSciNetMATH Wang M, Zhou S (2004) Phase field: a variational method for structural topology optimization. CMES—Comput Model Eng Sci 6(6):547–566MathSciNetMATH
Zurück zum Zitat Wang F, Jensen J, Sigmund O (2011a) Robust topology optimization of photonic crystal waveguides with tailored dispersion properties. J Opt Soc Am B: Opt Phys. doi:10.1007/s00158-010-0602-y Wang F, Jensen J, Sigmund O (2011a) Robust topology optimization of photonic crystal waveguides with tailored dispersion properties. J Opt Soc Am B: Opt Phys. doi:10.​1007/​s00158-010-0602-y
Zurück zum Zitat Wang F, Lazarov B, Sigmund O (2011b) On projection methods, convergence and robust formulations in topology optimization. Struct Multidisc Optim. doi:10.1007/s00158-010-0602-y. Online first Wang F, Lazarov B, Sigmund O (2011b) On projection methods, convergence and robust formulations in topology optimization. Struct Multidisc Optim. doi:10.​1007/​s00158-010-0602-y. Online first
Zurück zum Zitat Wu CH, Tseng KY (2010) Topology optimization of structures using modified binary differential evolution. Struct Multidisc Optim 42:939–953CrossRef Wu CH, Tseng KY (2010) Topology optimization of structures using modified binary differential evolution. Struct Multidisc Optim 42:939–953CrossRef
Zurück zum Zitat Xie YM, Steven GP (1997) Evolutionary structural optimisation. Springer, Berlin Xie YM, Steven GP (1997) Evolutionary structural optimisation. Springer, Berlin
Zurück zum Zitat Yang L, Lavrinenko AV, Hvam JM, Sigmund O (2009) Design of one-dimensional optical pulse-shaping filters by time-domain topology optimization. Appl Phys Lett 95:261101CrossRef Yang L, Lavrinenko AV, Hvam JM, Sigmund O (2009) Design of one-dimensional optical pulse-shaping filters by time-domain topology optimization. Appl Phys Lett 95:261101CrossRef
Zurück zum Zitat Zhou M, Rozvany GIN (1991) The COC algorithm, part II: topological, geometry and generalized shape optimization. Comput Methods Appl Mech Eng 89(1–3):309–336CrossRef Zhou M, Rozvany GIN (1991) The COC algorithm, part II: topological, geometry and generalized shape optimization. Comput Methods Appl Mech Eng 89(1–3):309–336CrossRef
Metadaten
Titel
On the usefulness of non-gradient approaches in topology optimization
verfasst von
Ole Sigmund
Publikationsdatum
01.05.2011
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/s00158-011-0638-7

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