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Reliability-based topology optimization under shape uncertainty modeled in Eulerian description

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Abstract

This paper presents a reliability-based topology optimization method under geometrical uncertainties. First, we briefly introduce the concept of topology optimization. Then, we explain how shape uncertainty is modeled in Eulerian description, using an advection equation and a Karhunen-Loève expansion. Based on the shape uncertainty modeling, we formulate a reliability measure for the shape uncertainty, briefly introducing the inverse reliability method. Two optimization problems, a minimum mean compliance problem and an optimum design problem for a compliant mechanism, are then formulated using the proposed shape uncertainty modeling. The design sensitivity analysis for the reliability analysis and optimization procedure, performed using the adjoint variable method, is then explained. A two-level optimization algorithm is constructed next, in which the inner iteration is used for reliability analysis and the outer is used for updating design variables. Finally, three numerical examples are provided to demonstrate the validity and the utility of the proposed method.

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References

  • Alban A, Darji HA, Imamura A, Nakayama MK (2017) Efficient Monte Carlo methods for estimating failure probabilities. Reliab Eng Syst Saf 165:376–394

    Article  Google Scholar 

  • Alexandersen J, Aage N, Andreasen CS, Sigmund O (2014) Topology optimisation for natural convection problems. Int J Numer Methods Fluids 76(10):699–721

    Article  MathSciNet  Google Scholar 

  • Allaire G (2002) Shape optimization by the homogenization method. Springer

  • Bendsøe MP, Kikuchi N (1988) Generating optimal topologies in structural design using a homogenization method. Comput Methods Appl Mech Eng 71(2):197–224

    Article  MathSciNet  MATH  Google Scholar 

  • Bendsøe MP, Sigmund O (1999) Material interpolation schemes in topology optimization. Arch Appl Mech 69(9-10):635–654

    Article  MATH  Google Scholar 

  • Betz W, Papaioannou I, Straub D (2014) Numerical methods for the discretization of random fields by means of the Karhunen–Loève expansion. Comput Methods Appl Mech Eng 271:109–129

    Article  MATH  Google Scholar 

  • Bichon BJ, McFarland JM, Mahadevan S (2011) Efficient surrogate models for reliability analysis of systems with multiple failure modes. Reliab Eng Syst Saf 96(10):1386–1395

    Article  Google Scholar 

  • Bourdin B (2001) Filters in topology optimization. Int J Numer Methods Eng 50(9):2143–2158

    Article  MathSciNet  MATH  Google Scholar 

  • Chen S, Chen W (2011) A new level-set based approach to shape and topology optimization under geometric uncertainty. Struct Multidiscip Optim 44(1):1–18

    Article  MathSciNet  MATH  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 

  • Chen X, Hasselman TK, Neill DJ et al (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, pp 2724–2732

  • Ezzati G, Mammadov M, Kulkarni S (2015) A new reliability analysis method based on the conjugate gradient direction. Struct Multidiscip Optim 51(1):89–98

    Article  MathSciNet  Google Scholar 

  • Furuta K, Izui K, Yaji K, Yamada T, Nishiwaki S (2017) Level set-based topology optimization for the design of a peltier effect thermoelectric actuator. Struct Multidiscip Optim 55(5):1671–1683

    Article  MathSciNet  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  • Guest JK, Prévost J H, Belytschko T (2004) Achieving minimum length scale in topology optimization using nodal design variables and projection functions. Int J Numer Methods Eng 61(2):238–254

    Article  MathSciNet  MATH  Google Scholar 

  • Guo X, Zhang W, Zhang L (2013) Robust structural topology optimization considering boundary uncertainties. Comput Methods Appl Mech Eng 253:356–368

    Article  MathSciNet  MATH  Google Scholar 

  • Iga A, Nishiwaki S, Izui K, Yoshimura M (2009) Topology optimization for thermal conductors with heat convection and conduction including design-dependent effects. Int J Heat Mass Transfer 52:2721–2732

    Article  MATH  Google Scholar 

  • Ito M, Kim NH, Kogiso N (2018) Conservative reliability index for epistemic uncertainty in reliability-based design optimization. Struct Multidiscip Optim 57(5):1919–1935

    Article  MathSciNet  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 

  • Jansen M, Lombaert G, Schevenels M (2015) Robust topology optimization of structures with imperfect geometry based on geometric nonlinear analysis. Comput Methods Appl Mech Eng 285:452–467

    Article  MathSciNet  MATH  Google Scholar 

  • Kang Z, Liu P (2018) Reliability-based topology optimization against geometric imperfections with random threshold model. International Journal for Numerical Methods in Engineering. https://doi.org/10.1002/nme.5797

  • Kawamoto A, Matsumori T, Yamasaki S, Nomura T, Kondoh T, Nishiwaki S (2011) Heaviside projection based topology optimization by a PDE-filtered scalar function. Struct Multidiscip Optim 44(1):19–24

    Article  MATH  Google Scholar 

  • Keshtegar B, Lee I (2016) Relaxed performance measure approach for reliability-based design optimization. Struct Multidiscip Optim 54(6):1439–1454

    Article  MathSciNet  Google Scholar 

  • Kharmanda G, Olhoff N, Mohamed A, Lemaire M (2004) Reliability-based topology optimization. Struct Multidiscip Optim 26(5):295–307

    Article  Google Scholar 

  • Kiureghian AD, Stefano MD (1991) Efficient algorithm for second-order reliability analysis. J Eng Mech 117(12):2904–2923

    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. J Adv Mech Des Syst Manuf 2(1):96–107

    Article  Google Scholar 

  • Kogiso N, Yang YS, Kim BJ, Lee JO (2012) Modified single-loop-single-vector method for efficient reliability-based design optimization. J Adv Mech Des Syst Manuf 6(7):1206–1221

    Article  Google Scholar 

  • Lang C, Sharma A, Doostan A, Maute K (2015) Heaviside enriched extended stochastic FEM for problems with uncertain material interfaces. Comput Mech 56(5):753–767

    Article  MathSciNet  MATH  Google Scholar 

  • Lazarov BS, Sigmund O (2009) Sensitivity filters in topology optimisation as a solution to Helmholtz type differential equation. In: 8th world congress on structural and multidisciplinary optimization

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

    Article  MATH  Google Scholar 

  • Lee JO, Yang YS, Ruy WS (2002) A comparative study on reliability-index and target-performance-based probabilistic structural design optimization. Comput Struct 80(3):257–269

    Article  Google Scholar 

  • Ma ZD, Kikuchi N, Cheng HC (1995) Topological design for vibrating structures. Comput Methods Appl Mech Eng 121(1):259–280

    Article  MathSciNet  MATH  Google Scholar 

  • Matsumori T, Kondoh T, Kawamoto A, Nomura T (2013) Topology optimization for fluid–thermal interaction problems under constant input power. Struct Multidiscip Optim 47(4):571–581

    Article  MATH  Google Scholar 

  • Meng Z, Li G, Wang BP, Hao P (2015) A hybrid chaos control approach of the performance measure functions for reliability-based design optimization. Comput Struct 146:32–43

    Article  Google Scholar 

  • Nishiwaki S, Frecker MI, Min S, Kikuchi N (1998) Topology optimization of compliant mechanisms using the homogenization method. Int J Numer Methods Eng 42:535–559

    Article  MathSciNet  MATH  Google Scholar 

  • Nouy A, Clement A (2010) eXtended Stochastic Finite Element Method for the numerical simulation of heterogeneous materials with random material interfaces. Int J Numer Methods Eng 83(10):1312–1344

    Article  MathSciNet  MATH  Google Scholar 

  • Rackwitz R, Flessler B (1978) Structural reliability under combined random load sequences. Comput Struct 9(5):489–494

    Article  MATH  Google Scholar 

  • Rashki M, Miri M, Moghaddam MA (2014) A simulation-based method for reliability based design optimization problems with highly nonlinear constraints. Autom Constr 47:24–36

    Article  Google Scholar 

  • Schevenels M, Lazarov BS, Sigmund O (2011) Robust topology optimization accounting for spatially varying manufacturing errors. Comput Methods Appl Mech Eng 200(49):3613–3627

    Article  MATH  Google Scholar 

  • Sigmund O (2007) Morphology-based black and white filters for topology optimization. Struct Multidiscip Optim 33(4-5):401–424

    Article  Google Scholar 

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

    Article  MATH  Google Scholar 

  • Sigmund O, Petersson J (1998) Numerical instabilities in topology optimization: a survey on procedures dealing with checkerboards, mesh-dependencies and local minima. Structural Optimization 16(1):68–75

    Article  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  • Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. Trans Am Soc Mech Eng J Mech Des 121(4):557–564

    Google Scholar 

  • 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):469–496

    Article  MathSciNet  MATH  Google Scholar 

  • Xiao NC, Zuo MJ, Zhou C (2018) A new adaptive sequential sampling method to construct surrogate models for efficient reliability analysis. Reliab Eng Syst Saf 169:330–338

    Article  Google Scholar 

  • Yamada T, Izui K, Nishiwaki S (2011) A level set-based topology optimization method for maximizing thermal diffusivity in problems including design-dependent effects. J Mech Des 133(3):031,011

    Article  Google Scholar 

  • Yin L, Ananthasuresh G (2001) Topology optimization of compliant mechanisms with multiple materials using a peak function material interpolation scheme. Struct Multidiscip Optim 23(1):49–62

    Article  Google Scholar 

  • Youn BD, Choi KK (2004) An investigation of nonlinearity of reliability-based design optimization approaches. J Mech Des 126:403–411

    Article  Google Scholar 

  • Youn BD, Choi KK, Park YH (2003) Hybrid analysis method for reliability-based design optimization. J Mech Des 125(2):221–232

    Article  Google Scholar 

  • Zhang W, Kang Z (2017) Robust shape and topology optimization considering geometric uncertainties with stochastic level set perturbation. Int J Numer Methods Eng 110(1):31–56

    Article  MathSciNet  MATH  Google Scholar 

  • Zuo W, Saitou K (2017) Multi-material topology optimization using ordered SIMP interpolation. Struct Multidiscip Optim 55(2):477–491

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgements

This work was partially supported by JSPS Kakenhi, No. 17J08185.

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Correspondence to Yuki Sato.

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Sato, Y., Izui, K., Yamada, T. et al. Reliability-based topology optimization under shape uncertainty modeled in Eulerian description. Struct Multidisc Optim 59, 75–91 (2019). https://doi.org/10.1007/s00158-018-2051-y

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