Abstract
In this paper, a new non-probabilistic reliability-based topology optimization (NRBTO) method is proposed to account for interval uncertainties considering parametric correlations. Firstly, a reliability index is defined based on a newly developed multidimensional parallelepiped (MP) convex model, and the reliability-based topology optimization problem is formulated to optimize the topology of the structure, to minimize material volume under displacement constraints. Secondly, an efficient decoupling scheme is applied to transform the double-loop NRBTO into a sequential optimization process, using the sequential optimization & reliability assessment (SORA) method associated with the performance measurement approach (PMA). Thirdly, the adjoint variable method is used to obtain the sensitivity information for both uncertain and design variables, and a gradient-based algorithm is employed to solve the optimization problem. Finally, typical numerical examples are used to demonstrate the effectiveness of the proposed topology optimization method.
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References
Allaire G, Jouve F, Toader AM (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194(1):363–393
Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224
Bendsøe MP, Sigmund O (1999) Material interpolation schemes in topology optimization. Arch Appl Mech 69(9–10):635–654
Bendsøe MP, Sigmund O (2003) Topology optimization: theory, methods, and applications. Springer, Berlin, Heidelberg
Ben-Haim Y (1993) Convex models of uncertainty in radial pulse buckling of shells. J Appl Mech 60(3):683–688
Ben-Haim Y, Elishakoff I (2013) Convex models of uncertainty in applied mechanics. Elsevier, Amsterdam
Bobby S, Suksuwan A, Spence SMJ, Kareem A (2017) Reliability-based topology optimization of uncertain building systems subject to stochastic excitation. Struct Saf 66:1–16
Chen X, Hasselman TK, Neill DJ (1997) Reliability based structural design optimization for practical applications. In: Proceedings of the 38th AIAA/ASME/ASCE/AHS/ASC structures, structural dynamics, and materials conference, Kissimmee, AIAA- 97-1403
Chiralaksanakul A, Mahadevan S (2005) First-order approximation methods in reliability-based design optimization. J Mech Des 127(5):851–857
Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233
Du JB, Sun CC (2017) Reliability-based vibro-acoustic microstructural topology optimization. Struct Multidiscip Optim 55(4):1195–1215
Elishakoff I, Bekel Y (2013) Application of Lamé's Super Ellipsoids to Model Initial Imperfections. J Appl Mech 80(6):061006
Elishakoff I, Elisseeff P, Glegg SAL (1994) Nonprobabilistic, convex-theoretic modeling of scatter in material properties. AIAA J 32(4):843–849
Eschenauer HA, Olhoff N (2001) Topology optimization of continuum structures: A review. Appl Mech Rev 54(4):331–390
Guest JK, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Eng 198(1):116–124
Guo X, Cheng GD (2010) Recent development in structural design and optimization. Acta Mech Sinica 26(6):807–823
Hasofer AM, Lind NC (1974) Exact and Invariant Second-Moment Code Format. J Eng Mech Div-ASCE 100(1):111–121
Higham NJ (1987) Computing real square roots of a real matrix. Linear Algebra Appl 88:405–430
Huang XD, Xie YM (2010) Evolutionary topology optimization of continuum structures: methods and applications. John Wiley & Sons
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
Jalalpour M, Guest JK, Igusa T (2013) Reliability-based topology optimization of trusses with stochastic stiffness. Struct Saf 43:41–49
Jiang C, Han X, Liu GR (2007) Optimization of structures with uncertain constraints based on convex model and satisfaction degree of interval. Comput Methods Appl Mech Eng 196(49):4791–4800
Jiang C, Han X, Liu GP (2008) A sequential nonlinear interval number programming method for uncertain structures. Comput Methods Appl Mech Eng 197(49):4250–4265
Jiang C, Zhang QF, Han X, Liu J, Hu DA (2015) Multidimensional parallelepiped model—a new type of non-probabilistic convex model for structural uncertainty analysis. Int J Numer Meth Eng 103(1):31–59
Jung HS, Cho S (2004) Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties. Finite Elem Anal Des 41(3):311–331
Kang Z, Luo YJ (2010) Reliability-based structural optimization with probability and convex set hybrid models. Struct Multidiscip Optim 42(1):89–102
Keshavarzzadeh V, Fernandez F, Tortorelli DA (2017) Topology optimization under uncertainty via non-intrusive polynomial chaos expansion. Comput Methods Appl Mech Eng 318:120–147
Kharmanda G, Olhoff N, Mohamed A, Lemaire M (2004) Reliability-based topology optimization. Struct Multidiscip Optim 26(5):295–307
Kim C, Wang S, Rae KR, Moon H, Choi KK (2006) Reliability-based topology optimization with uncertainties. J Mech Sci Technol 20(4):494–504
Liang J, Mourelatos ZP, Tu J (2004) A single-loop method for reliability-based design optimization//ASME 2004 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 419-430
Lindberg HE (1992) Convex models for uncertain imperfection control in multimode dynamic buckling. J Appl Mech 59(4):937–945
Liu J, Wen G, Zuo HZ, Qing Q (2016) A simple reliability-based topology optimization approach for continuum structures using a topology description function. Eng Optimiz 48(7):1182–1201
Luo YJ, Kang Z, Li A (2009a) Structural reliability assessment based on probability and convex set mixed model. Comput Struct 87(21):1408–1415
Luo YJ, Kang Z, Luo Z, Li A (2009b) Continuum topology optimization with non-probabilistic reliability constraints based on multi-ellipsoid convex model. Struct Multidiscip Optim 39(3):297–310
Madsen HO, Krenk S, Lind NC (2006) Methods of structural safety. Dover Publications, New York
Maute K, Frangopol DM (2003) Reliability-based design of MEMS mechanisms by topology optimization. Comput Struct 81(8):813–824
Nguyen TH, Song J, Paulino GH (2011) Single-loop system reliability-based topology optimization considering statistical dependence between limit-states. Struct Multidiscip Optim 44(5):593–611
Ni BY, Jiang C, Han X (2016) An improved multidimensional parallelepiped non-probabilistic model for structural uncertainty analysis. Appl Math Model 40(7):4727–4745
Patel J, Choi SK (2012) Classification approach for reliability-based topology optimization using probabilistic neural networks. Struct Multidiscip Optim 45(4):529–543
Qiu ZP, Wang XJ (2003) Comparison of dynamic response of structures with uncertain-but-bounded parameters using non-probabilistic interval analysis method and probabilistic approach. Int J Solids Struct 40(20):5423–5439
Qiu ZP, Wang XJ (2005) Parameter perturbation method for dynamic responses of structures with uncertain-but-bounded parameters based on interval analysis. Int J Solids Struct 42(18):4958–4970
Rackwitz R, Flessler B (1978) Structural reliability under combined random load sequences. Comput Struct 9(5):489–494
Schuëller GI, Jensen HA (2008) Computational methods in optimization considering uncertainties–an overview. Comput Methods Appl Mech Eng 198(1):2–13
Sigmund O (2001) A 99 line topology optimization code written in Matlab. Struct Multidiscip Optim 21(2):120–127
Sigmund O, Maute K (2013) Topology optimization approaches. Struct Multidiscip Optim 48(6):1031–1055
Silva M, Tortorelli DA, Norato JA, Ha C, Bae HR (2010) Component and system reliability-based topology optimization using a single-loop method. Struct Multidiscip Optim 41(1):87–106
Sokół T (2011) A 99 line code for discretized Michell truss optimization written in Mathematica. Struct Multidiscip Optim 43(2):181–190
Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Meth Eng 24(2):359–373
Valdebenito MA, Schuëller GI (2010) A survey on approaches for reliability-based optimization. Struct Multidiscip Optim 42(5):645–663
Wang MY, Wang X, Guo D (2003) A level set method for structural topology optimization. Comput Methods Appl Mech Eng 192(1):227–246
Wu YT, Wang W (1998) Efficient probabilistic design by converting reliability constraints to approximately equivalent deterministic constraints. J Integr Des Process Sci 2(4):13–21
Wu YT, Millwater HR, Cruse TA (1990) Advanced probabilistic structural analysis method for implicit performance functions. AIAA J 28(9):1663–1669
Wu JL, Luo Z, Li H, Zhang N (2017) Level-set topology optimization for mechanical metamaterials under hybrid uncertainties. Comput Methods Appl Mech Eng 319:414–441
Xie YM, Steven GP (1993) A simple evolutionary procedure for structural optimization. Comput Struct 49(5):885–896
Xu B, Zhao L, Xie YM, Jiang JS (2015) Topology optimization of continuum structures with uncertain-but-bounded parameters for maximum non-probabilistic reliability of frequency requirement. J Vib Control 23(16):2557–2566
Zegard T, Paulino GH (2014) GRAND - Ground structure based topology optimization for arbitrary 2D domains using MATLAB. Struct Multidiscip Optim 50(5):861–882
Zegard T, Paulino GH (2015) GRAND3 - Ground structure based topology optimization for arbitrary 3D domains using MATLAB. Struct Multidiscip Optim 52(6):1161–1184
Zhao JP, Wang CJ (2014) Robust structural topology optimization under random field loading uncertainty. Struct Multidiscip Optim 50(3):517–522
Zhu JH, Zhang WH, Xia L (2016) Topology optimization in aircraft and aerospace structures design. Arch Computat Methods Eng 23(4):595–622
Acknowledgements
This research is partially supported by the National Natural-Science-Foundation of China (51575204), and the Australian Research Council (ARC)-Discovery Projects (160102491), and the National Science Fund for Distinguished Young Scholars (51725502).
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Zheng, J., Luo, Z., Jiang, C. et al. Non-probabilistic reliability-based topology optimization with multidimensional parallelepiped convex model. Struct Multidisc Optim 57, 2205–2221 (2018). https://doi.org/10.1007/s00158-017-1851-9
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DOI: https://doi.org/10.1007/s00158-017-1851-9