Abstract
Structural designs proposed by engineers aim to ensure that specific defined requirements are satisfied. Structural optimization is also widely used to identify an admissible design with optimal performance. However, it is important to remember that real mechanical problems exhibit uncertainties in practice that might entail challenges when searching for admissible and/or optimal design solutions. One objective of this paper is to discuss the possible formulations of design problems in this type of uncertain context. By considering uncertainties in the constraint and/or objective functions underlying design problems, several design strategies might in fact be implemented. Especially, this paper should contribute to clarifying the use of the concepts of robustness and reliability in design. After an introduction, the featured design strategies are illustrated and discussed via three academic examples which involve multiple random and design variables. Results show that the structural solutions obtained can be quite sensitive to the formulation of the problem. Thus, the latter should be considered as an essential step during the design procedure.
References
Acar E, Solanki K (2009) System reliability based vehicle design for crashworthiness and effects of various uncertainty reduction measures. Struct Multidiscip Optim 39:311–325
Agarwal H, Renaud J (2004) Reliability based design optimization using response surfaces in application to multidisciplinary systems. Eng Optim 36:391–311
Al Nageim H, Durka F, Morgan W, Williams D T (2010) Structural mechanics: loads, analysis, materials and design of structural elements, 7th edn. Pearson Education, London
Allen J K, Seepersad C, Choi H, Mistree F (2006) Robust for multiscale and multidisciplinary applications. J Mech Des 128:832–843
Andrei N (2016) An adaptive conjugate gradient algorithm for large-scale unconstrained optimization. J Comput Appl Math 292:83–91
Aoues Y, Chateauneuf A (2010) Benchmark study of numerical methods for reliability-based design optimization. Struct Multidiscip Optim 41:277–294
Baudoui V, Klotz P, Hiriat-Urruty J B, Jan S, Morel F (2012) LOcal uncertainty processing (LOUP) method for multidisciplinary robust design optimization. Struct Multidiscip Optim 46:711–726
Beaurepaire P, Valdebenito M A, Schuëller G I, Jensen H A (2012) Reliability-based optimization of maintenance scheduling of mechanical components under fatigue. Comput Methods Appl Mech Eng 221–222:24–40
Beck A T, de Santana Gomes WJ (2012) A comparison of deterministic, reliability-based and risk-based structural optimization under uncertainty. Probab Eng Mech 28:18–29
Beck A T, Kougioumtzglou I A, dos Santos K R M (2014) Optimal performance-based design of non-linear stochastic dynamical RC structures subject to stationary wind excitation. Eng Struct 78(1):145–153
Beck A T, de Santana Gomes WJ, Lopez RH, Miguel LFF (2015) A comparison between robust and risk-based optimization under uncertainty. Struct Multidiscip Optim:479–492
Beyer H G, Sendhoff B (2007) Reliability-based optimization of maintenance scheduling of mechanical components under fatigue. Comput Methods Appl Mech Eng 196:3190–3218
Bourinet J-M (2016) Rare-event probability estimation with adaptive support vector regression surrogates. Reliab Eng Syst Safe 150:210–221
Caflisch R E (1998) Monte Carlo and quasi-Monte Carlo methods. Acta Numer:1–49
Chateauneuf A, Aoues Y (2008) Advances in solution methods for reliability-based design optimization. In: Tsompanakis Y, Lagaros ND, Papadrakakis M (eds), pp 217–246
Chen W, Allen J K, Tsui K L, Mistree F (1996) A procedure for robust design: minimizing variations caused by noise factors and control Factors. ASME J Mech Des 118, n ∘4:478–485
Der Kiureghian A, Ditlevsen O (2009) Aleatory or epistemic? Does it matter? Struct Safe 31:105–112
Díaz J, Cid Montoya M, Hernández S (2016) Efficient methodologies for reliability-based design optimization of composite panels. Adv Eng Softw 93:9–21
Doltsinis I, Kan Z (2004) Robust design of structures using optimization methods. Comput Methods Appl Mech Eng 193(23–26):2221–2237
Du X (2005) First order and second reliability methods. In: Probabilistic engineering design
Du X, Chen W (2000) Towards a better understanding of modeling feasibility robustness in engineering design. J Mech Des 122:385–394
Du X, Sudjianto A, Chen W (2004) An integrated framework for optimization under uncertainty using inverse reliability strategy. J Mech Des 126:562–570
Dubois D, Prade H (1980) Fuzzy sets and systems: theory and application. Math Sci Eng:144
Dubourg V, Sudret B (2014) Meta-model-based importance sampling for reliability sensitivity analysis. Struct Safe 49:27–36
Dubourg V, Sudret B, Bourinet J-M (2011) Reliability-based design optimization using kriging surrogates and subset simulation. Struct Multidiscip Optim 44:673–690
Echard B, Gayton N, Lemaire M (2011) AK-MCS: an active learning reliability method combining Kriging and Monte Carlo Simulation. Struct Safe 33:145–154
Enevoldsen I, Sørensen JD (1994) Reliability-based optimization in structural engineering. Struct Safe 15:169–196
Ermolaeva N, Castro M B, Kandachar P V (2004) Materials selection for an automotive structure by integrating structural optimization with environmental impact assessment. Mater Des 25 n ∘8:689–698
Faber M H, Sørensen JD (2002) Reliability based code calibration. Joint Comitee on Structural Safety
Gallagher R H (1973) Terminology and basic concepts. In: Gallagher RH, Zienkiewicz O (eds) Optimum structural design: theory and applications. Wiley, London, pp 7–17
Gang W, Wang S, Xiao F, Gao D (2015) Robust optimal design of building cooling systems considering cooling load uncertainty and equipment reliability. Appl Energy 159:265–275
Gasser M, Schuëller G I (1997) Reliability-based optimization of structural systems. Math Methods Oper Res 46:287–307
Ghabraie K, Chan R, Huang X, Xie Y M (2010) Shape optimization of metallic yielding devices for passive mitigation of seismic energy. Eng Struct 32:2258–2267
Greenwood W H, Chase K W (1987) A new tolerance analysis method for designers and manufacturers. Trans ASME 109:112–116
Guest J K, Igusa T (2008) Structural optimization under uncertain loads and nodal locations. Comput Methods Appl Mech Eng 198(1):116–124
Haftka RT, Gürdal Z (1992) Elements of structural optimization (Third revised and expanded ed.) Kluwer, Dordrecht
Huang H, Lin S (2014) A modified Wei-Yao-Liu conjugate gradient method for unconstrained optimization. Appl Math Comput 231:179–186
Inuiguchi M, Ramík J (2000) Possibilistic linear programming: a brief review of fuzzy mathematical programming and a comparison with stochastic programming in portfolio selection problem. Fuzzy Sets Syst 111:3–28
Jensen H A (2005) Design and sensitivity analysis of dynamical systems subjected to stochastic loading. Comput Struct 83:1062–1075
Jensen H A, Valdebenito M A, Schuëller G I, Kusanovic D.S. (2009) Reliability-based optimization of stochastic systems using line search. Comput Methods Appl Mech Eng 198(49–52):3915– 3924
Jin R, Du X, Chen W (2003) The use of metamodeling techniques for optimization under uncertainty. Struct Multidiscip Optim 25:99–116
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
Lee I, Choi K K, Du L, Gorsich D (2008) Dimension reduction method for reliability-based robust design optimization. Comput Struct 86:1550–1562
Lee Y-S, Choi B-L, Lee J H, Kim S Y, Han S (2014) Reliability-based design optimization of monopile transition piece for offshore wind turbine system. Renew Energy 71:729–741
Lemaire M (2009) Structural reliability. Wiley
Mei Y, Wang X, Cheng G (2008) A feature-based topological optimization for structure design. Adv Eng Softw 39:71–87
Meng Z, Li G, Wang B P, Hao P (2015a) A hybrid chaos control approach of the performance measure functions for reliability-based design optimization. Comput Struct 146:32–43
Meng Z, Hao P, Li G, Wang B, Zhang K (2015b) Non-probabilistic reliability-based design optimization of stiffened shells under buckling constraint. Thin-Walled Struct 94:325–333
Möller O, Foschi R O, Quiroz L M, Rubinstein M (2009) Structural optimization for performance-based design in earthquake engineering: applications of neural networks. Struct Safe 31(6):490–499
Mourelatos Z P, Liang J (2006) A methodology for trading-off performance and robustness under uncertainty. J Mech Des 128:856–863
Mousazadeh M, Torabi S A, Zahiri B (2015) A robust possibilistic programming approach for pharmaceutical supply chain network design. Comput Chem Eng 82:115–128
Mrzyglod M, Zielinski A (2006) Numerical implementation of multiaxial high-cycle fatigue criterion to structural optimization. J Theor Appl Mech 44(3):691–712
Nelder J A, Mead R (1965) A simplex method for function minimization. Comput J:308–313
Nikolaidis E, Burdisso R (1988) Reliability based optimization: a safety index approach. Comput Struct 28(6):781–788
Nowak A S, Collins KR (2000) Reliability of structures. McGraw-Hill Higher Education
Otto K N, Antonsson E K (1991) Extensions to the Taguchi method of product design. J Mech Des 115:5–13
Papadrakakis M, Lagaros N D (2002) Reliability-based structural optimization using neural networks and Monte Carlo simulation. Comput Methods Appl Mech Eng 191:3491–3507
Papadrakakis M, Lagaros N D, Plevris V (2005) Design optimization of steel structures considering uncertainties. Eng Struct 27(9):1408–1418
Pedroni N, Zio E, Ferrario E, Pasanisi A, Couplet M (2013) Hierarchical propagation of probabilistic and non-probabilistic uncertainty in the parameters of a risk model. Comput Struct 126:199–213
Rackwitz R (2001) Reliability analysis - a review and some perspectives. Structl Safe 23:365–395
Rackwitz R (2002) Optimization and risk acceptability based on the life quality index. Struct Safe 24:397–331
Rao S S (2009) Engineering optimization: theory and practice fourth edition. Wiley
Rathod V, Yadav O P, Rathore A, Jain R (2013) Optimizing reliability-based robust design model using multi-objective genetic algorithm. Comput Ind Eng 66:301–310
Rolander N, Rambo J, Joshi Y, Allen J K, Mistree F (2006) An approach to robust design of turbulent convective systems. ASME J Mech Des 128:844–855
Roy S K, Chakrabarty S (2009) Fundamentals of structural analysis with computer analysis and applications. Ram Nagar S. Chand and Co. Ltd, New Delhi
Royset J O, Polak E (2004) Reliability-based optimal design using sample average approximations. Probab Eng Mech 19:331–343
Scholtz F (1995) Tolerance stack analysis methods. Boeing Technical Report
Schuëller G I, Jensen H A (2008) Computational methods in optimization considering uncertainties an overview, vol 198
Shahraki A F, Noorossama R (2014) Reliability-based robust design optimization: a general methodology using genetic algorithm. Comput Ind Eng 74:199–207
Shin J, Lee K, Song S, Park G (2002) Automotive door design with the ulsab concept using structural optimization. Struct Multidiscip Optim 23(4):320–327
Simmons C H, Phelps N, Maguire D E (2012) Maximum material and least material principles (Chapter 24). In: Manual of engineering, pp 211–217
Sobieszczanski-Sobieski J, Haftka R (1997) Multidisciplinary aerospace design optimization: survey of recent developments. Struct Optim 14(1):1–23
Trosset MW (1997) Taguchi and robust optimization
Trosset M W, Torczon V (1997) Numerical optimization using computer experiments, Department of Computational and Applied Mathematics, Rice University
Valdebenito M A, Schuëller G I (2010a) A survey on approaches for reliability-based optimization. Struct Multidiscip Optim 42(5):1–19
Valdebenito M A, Schuëller G I (2010b) Design of maintenance schedules for fatigue-prone metallic components using reliability-based optimization. Comput Methods Appl Mech Eng 199(33–36):2305–2318
Valdebenito M A, Schuëller G I (2011) Efficient strategies for reliability-based optimization involving non-linear, dynamical structures. Comput Struct 89:1797–1811
Vanmarcke E H (1973) Matrix formulation of reliability analysis and reliability-based design. Comput Struct 3:757–770
Xia B, Lü H, Yu D, Jiang C (2015) Reliability-based design optimization of structural systems under hybrid probabilistic and interval model. Comput Struct 160:126–134
Yadav O P, Bhamare S S, Rathore A (2010) Reliability-based robust design optimization: a multi-objective framework using hybrid quality loss function. Quality Reliab Eng Int 26:27–41
Yao W, Chen X, Luo W, van Tooren M, Guo J (2011) Review of uncertainty-based multidisciplinary design optimization methods for aerospace vehicles. Progress Aerospace Sci 47:450– 479
Youn B D, Xi Z (2009) Reliability-based robust design optimization using the eigenvector dimension reduction (EDR) method. Struct Multidiscip Optim 37:475–492
Youn B D, Choi K K, Yi K (2005) Performance moment integration (PMI) method for quality assessment in reliability-based robust design optimization. Mech Based Des Struct Mach 33:185– 213
Zadeh L A (1978) Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst 1:3–28
Zaman K, McDonald M, Mahadevan S, Green L (2011) Robustness-based design optimization under data uncertainty. Struct Multidiscip Optim 44:183–197
Zang C, Friswell M I, Mottershead J E (2005) A review of robust optimal design and its application in dynamics. Comput Struct 83:315–326
Zhang H, Ni Q (2015) A new regularized quasi-Newton algorithm for unconstrained optimization. Appl Math Comput 259:460– 469
Acknowledgments
The first author was funded by a ministerial grant from Blaise Pascal University. The contribution of SNECMA Villaroche is also gratefully acknowledged.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Lelièvre, N., Beaurepaire, P., Mattrand, C. et al. On the consideration of uncertainty in design: optimization - reliability - robustness. Struct Multidisc Optim 54, 1423–1437 (2016). https://doi.org/10.1007/s00158-016-1556-5
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00158-016-1556-5