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Erschienen in: Structural and Multidisciplinary Optimization 4/2018

03.11.2017 | RESEARCH PAPER

Enhanced single-loop method for efficient reliability-based design optimization with complex constraints

verfasst von: Behrooz Keshtegar, Peng Hao

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 4/2018

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Abstract

Reliability-based design optimization (RBDO) has been widely implemented for engineering design optimization when considering the uncertainty. The single loop approaches (SLA) are highly efficient but is prone to converge with inappropriate results for highly nonlinear probabilistic constraints. In this paper, a novel RBDO algorithm is proposed based on single loop approach and the enhanced chaos control method, named as enhanced single-loop method (ESM). The performance of SLA is enhanced using an adaptive inverse reliability method with limited number of iterations. The adaptive step size is computed based on a merit function which is computed using the results of the new and previous iterations. The iterations of the probabilistic constraints of RBDO models are manually controlled in the range from 1 to 10 in ESM. The efficiency and accuracy of the ESM are compared through four nonlinear RBDO problems with complex constraints, including a nonlinear mathematical problem, two engineering problems and a practical complex stiffened panel example with complex buckling constraint for aircraft design. Results illustrate that the proposed ESM is more efficient and robust than the performance measure approach and reliability index approach for RBDO problems.

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Literatur
Zurück zum Zitat Aoues Y, Chateauneuf A (2010) Benchmark study of numerical methods for reliability-based design optimization. Struct Multidiscip Optim 41(2):277–294MathSciNetCrossRefMATH Aoues Y, Chateauneuf A (2010) Benchmark study of numerical methods for reliability-based design optimization. Struct Multidiscip Optim 41(2):277–294MathSciNetCrossRefMATH
Zurück zum Zitat Chen X, Hasselman TK, Neill DJ (1997) Reliability based structural design optimization for practical applications. In : 38th Structures, structural dynamics, and materials conference Chen X, Hasselman TK, Neill DJ (1997) Reliability based structural design optimization for practical applications. In : 38th Structures, structural dynamics, and materials conference
Zurück zum Zitat Chen Z, Qiu H, Gao L, Su L, Li P (2013) An adaptive decoupling approach for reliability-based design optimization. Comput Struct 117:58–66CrossRef Chen Z, Qiu H, Gao L, Su L, Li P (2013) An adaptive decoupling approach for reliability-based design optimization. Comput Struct 117:58–66CrossRef
Zurück zum Zitat Cho TM, Lee BC (2010) Reliability-based design optimization using a family of methods of moving asymptotes. Struct Multidiscip Optim 42:255–268CrossRef Cho TM, Lee BC (2010) Reliability-based design optimization using a family of methods of moving asymptotes. Struct Multidiscip Optim 42:255–268CrossRef
Zurück zum Zitat Cho TM, Lee BC (2011) Reliability-based design optimization using convex linearization and sequential optimization and reliability assessment method. Struct Saf 33(1):42–50MathSciNetCrossRef Cho TM, Lee BC (2011) Reliability-based design optimization using convex linearization and sequential optimization and reliability assessment method. Struct Saf 33(1):42–50MathSciNetCrossRef
Zurück zum Zitat Du X, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233CrossRef Du X, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233CrossRef
Zurück zum Zitat Ezzati G, Mammadov M, Kulkarni S (2015) A new reliability analysis method based on the conjugate gradient direction. Struct Multidiscip Optim 51(1):89–98MathSciNetCrossRef Ezzati G, Mammadov M, Kulkarni S (2015) A new reliability analysis method based on the conjugate gradient direction. Struct Multidiscip Optim 51(1):89–98MathSciNetCrossRef
Zurück zum Zitat Hao P, Wang B, Li G, Meng Z, Wang L (2015) Hybrid framework for reliability-based design optimization of imperfect stiffened shells. AIAA J 53:2878–2889CrossRef Hao P, Wang B, Li G, Meng Z, Wang L (2015) Hybrid framework for reliability-based design optimization of imperfect stiffened shells. AIAA J 53:2878–2889CrossRef
Zurück zum Zitat Hao P, Wang B, Tian K et al (2016) Efficient optimization of cylindrical stiffened shells with reinforced cutouts by curvilinear stiffeners. AIAA J 54(4):1350–1363CrossRef Hao P, Wang B, Tian K et al (2016) Efficient optimization of cylindrical stiffened shells with reinforced cutouts by curvilinear stiffeners. AIAA J 54(4):1350–1363CrossRef
Zurück zum Zitat Hao P, Wang Y, Liu C et al (2017a) A novel non-probabilistic reliability-based design optimization algorithm using enhanced chaos control method. Comput Methods Appl Mech Eng 318:572–593MathSciNetCrossRef Hao P, Wang Y, Liu C et al (2017a) A novel non-probabilistic reliability-based design optimization algorithm using enhanced chaos control method. Comput Methods Appl Mech Eng 318:572–593MathSciNetCrossRef
Zurück zum Zitat Hao P, Wang Y, Liu X et al (2017b) An efficient adaptive-loop method for non-probabilistic reliability-based design optimization. Comput Methods Appl Mech Eng 324:689–711MathSciNetCrossRef Hao P, Wang Y, Liu X et al (2017b) An efficient adaptive-loop method for non-probabilistic reliability-based design optimization. Comput Methods Appl Mech Eng 324:689–711MathSciNetCrossRef
Zurück zum Zitat Hao P, Yuan X, Liu H et al (2017c) Isogeometric buckling analysis of composite variable-stiffness panels. Compos Struct 165:192–208CrossRef Hao P, Yuan X, Liu H et al (2017c) Isogeometric buckling analysis of composite variable-stiffness panels. Compos Struct 165:192–208CrossRef
Zurück zum Zitat Hasofer AM, Lind NC (1974) Exact and invariant second moment code format. J Eng Mech Div ASCE 100(1):111–121 Hasofer AM, Lind NC (1974) Exact and invariant second moment code format. J Eng Mech Div ASCE 100(1):111–121
Zurück zum Zitat Gu L, Yang RJ, Tho H et al (2001) Optimization and robustness for crashworthiness of side impact. Int J Veh Des 26(4):348–360CrossRef Gu L, Yang RJ, Tho H et al (2001) Optimization and robustness for crashworthiness of side impact. Int J Veh Des 26(4):348–360CrossRef
Zurück zum Zitat Jiang Z, Chen W, Fu Y et al (2013) Reliability-based design optimization with model bias and data uncertainty. Int J Mater Manuf 6(2013–01-1384):502–516CrossRef Jiang Z, Chen W, Fu Y et al (2013) Reliability-based design optimization with model bias and data uncertainty. Int J Mater Manuf 6(2013–01-1384):502–516CrossRef
Zurück zum Zitat Keshtegar B (2016) Chaotic conjugate stability transformation method for structural reliability analysis. Comput Methods Appl Mech Eng 310:866–885MathSciNetCrossRef Keshtegar B (2016) Chaotic conjugate stability transformation method for structural reliability analysis. Comput Methods Appl Mech Eng 310:866–885MathSciNetCrossRef
Zurück zum Zitat Keshtegar B (2017a) A modified mean value of performance measure approach for reliability-based design optimization. Arab J Sci Eng 42:1093–1101CrossRef Keshtegar B (2017a) A modified mean value of performance measure approach for reliability-based design optimization. Arab J Sci Eng 42:1093–1101CrossRef
Zurück zum Zitat Keshtegar B (2017b) A hybrid conjugate finite-step length method for robust and efficient reliability analysis. Appl Math Model 45:226–237MathSciNetCrossRef Keshtegar B (2017b) A hybrid conjugate finite-step length method for robust and efficient reliability analysis. Appl Math Model 45:226–237MathSciNetCrossRef
Zurück zum Zitat Keshtegar B, Kisi O (2017) M5 model tree and Monte Carlo simulation for efficient structural reliability analysis. Appl Math Model Keshtegar B, Kisi O (2017) M5 model tree and Monte Carlo simulation for efficient structural reliability analysis. Appl Math Model
Zurück zum Zitat Keshtegar B, Meng Z (2017) A hybrid relaxed first-order reliability method for efficient structural reliability analysis. Struct Saf 66:84–93CrossRef Keshtegar B, Meng Z (2017) A hybrid relaxed first-order reliability method for efficient structural reliability analysis. Struct Saf 66:84–93CrossRef
Zurück zum Zitat Keshtegar B, Hao P (2016) A hybrid loop approach using the sufficient descent condition for accurate, robust, and efficient reliability-based design optimization. J Mech Des 138:121401CrossRef Keshtegar B, Hao P (2016) A hybrid loop approach using the sufficient descent condition for accurate, robust, and efficient reliability-based design optimization. J Mech Des 138:121401CrossRef
Zurück zum Zitat Keshtegar B, Hao P (2017) A hybrid self-adjusted mean value method for reliability-based design optimization using sufficient descent condition. Appl Math Model 41:257–270MathSciNetCrossRef Keshtegar B, Hao P (2017) A hybrid self-adjusted mean value method for reliability-based design optimization using sufficient descent condition. Appl Math Model 41:257–270MathSciNetCrossRef
Zurück zum Zitat Keshtegar B, Hao P, Meng Z (2017a) A self-adaptive modified chaos control method for reliability-based design optimization. Struct Multidiscip Optim 55:63–75MathSciNetCrossRef Keshtegar B, Hao P, Meng Z (2017a) A self-adaptive modified chaos control method for reliability-based design optimization. Struct Multidiscip Optim 55:63–75MathSciNetCrossRef
Zurück zum Zitat Keshtegar B, Hao P, Wang Y, Li Y (2017b) Optimum design of aircraft panels based on adaptive dynamic harmony search. Thin-Walled Struct 118:37–45CrossRef Keshtegar B, Hao P, Wang Y, Li Y (2017b) Optimum design of aircraft panels based on adaptive dynamic harmony search. Thin-Walled Struct 118:37–45CrossRef
Zurück zum Zitat Keshtegar B, Lee I (2016) Relaxed performance measure approach for reliability-based design optimization. Struct Multidiscip Optim 54:1439–1454MathSciNetCrossRef Keshtegar B, Lee I (2016) Relaxed performance measure approach for reliability-based design optimization. Struct Multidiscip Optim 54:1439–1454MathSciNetCrossRef
Zurück zum Zitat Keshtegar B, Miri M (2014) Introducing Conjugate gradient optimization for modified HL-RF method. Eng Comput 31(4):775–790CrossRef Keshtegar B, Miri M (2014) Introducing Conjugate gradient optimization for modified HL-RF method. Eng Comput 31(4):775–790CrossRef
Zurück zum Zitat Keshtegar B, Chakraborty S (2018) A hybrid self-adaptive conjugate first order reliability method for robust structural reliability analysis. Appl. Math. Model. 53:319–332. Keshtegar B, Chakraborty S (2018) A hybrid self-adaptive conjugate first order reliability method for robust structural reliability analysis. Appl. Math. Model. 53:319–332.
Zurück zum Zitat Lee JJ, Lee BC (2005) Efficient evaluation of probabilistic constraints using an envelope function. Eng Optim 37(2):185–200CrossRef Lee JJ, Lee BC (2005) Efficient evaluation of probabilistic constraints using an envelope function. Eng Optim 37(2):185–200CrossRef
Zurück zum Zitat Lee JO, Yang YS, Ruy WS (2002) A comparative study on reliability-index and target performance- based probabilistic structural design optimization. Comput Struct 80:257–269CrossRef Lee JO, Yang YS, Ruy WS (2002) A comparative study on reliability-index and target performance- based probabilistic structural design optimization. Comput Struct 80:257–269CrossRef
Zurück zum Zitat Li G, Fang Y, Hao P et al (2017a) Three-point bending deflection and failure mechanism map of sandwich beams with second-order hierarchical corrugated truss core. J Sandw Struct Mater 19:83–107CrossRef Li G, Fang Y, Hao P et al (2017a) Three-point bending deflection and failure mechanism map of sandwich beams with second-order hierarchical corrugated truss core. J Sandw Struct Mater 19:83–107CrossRef
Zurück zum Zitat Li G, Li Z, Hao P, et al. (2017b) Failure behavior of hierarchical corrugated sandwich structures with second-order core based on Mindlin plate theory. J Sandw Struct Mater Li G, Li Z, Hao P, et al. (2017b) Failure behavior of hierarchical corrugated sandwich structures with second-order core based on Mindlin plate theory. J Sandw Struct Mater
Zurück zum Zitat Liang J, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimization. Int J Prod Dev 5:76–92CrossRef Liang J, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimization. Int J Prod Dev 5:76–92CrossRef
Zurück zum Zitat Melchers RE (1999) Structural Reliability Analysis and Prediction. Wiley, New York Melchers RE (1999) Structural Reliability Analysis and Prediction. Wiley, New York
Zurück zum Zitat 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 146:32–43CrossRef 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 146:32–43CrossRef
Zurück zum Zitat Meng Z, Zhou HL, Li G et al (2016) A decoupled approach for non-probabilistic reliability-based design optimization. Comput Struct 175(10):65–73CrossRef Meng Z, Zhou HL, Li G et al (2016) A decoupled approach for non-probabilistic reliability-based design optimization. Comput Struct 175(10):65–73CrossRef
Zurück zum Zitat Meng Z, Li G, Yang D et al (2017a) A new directional stability transformation method of chaos control for first order reliability analysis. Struct Multidiscip Optim 55(2):601–612MathSciNetCrossRef Meng Z, Li G, Yang D et al (2017a) A new directional stability transformation method of chaos control for first order reliability analysis. Struct Multidiscip Optim 55(2):601–612MathSciNetCrossRef
Zurück zum Zitat Meng Z, Yang D, Zhou H et al (2017b) An accurate and efficient reliability-based design optimization using the second order reliability method and improved stability transformation method. Eng Optim 2017:1–17 Meng Z, Yang D, Zhou H et al (2017b) An accurate and efficient reliability-based design optimization using the second order reliability method and improved stability transformation method. Eng Optim 2017:1–17
Zurück zum Zitat Meng Z, Yang D, Zhou H, et al. (2017c) Convergence control of single loop approach for reliability-based design optimization. Struct Multidiscip Optim Meng Z, Yang D, Zhou H, et al. (2017c) Convergence control of single loop approach for reliability-based design optimization. Struct Multidiscip Optim
Zurück zum Zitat Nikolaidis E, Burdisso R (1988) Reliability-based optimization: a safety index approach. Comput Struct 28:781–788CrossRefMATH Nikolaidis E, Burdisso R (1988) Reliability-based optimization: a safety index approach. Comput Struct 28:781–788CrossRefMATH
Zurück zum Zitat Rackwitz R, Fiessler B (1978) Structural reliability under combined random load sequence. Comput Struct 9(5):489–494CrossRefMATH Rackwitz R, Fiessler B (1978) Structural reliability under combined random load sequence. Comput Struct 9(5):489–494CrossRefMATH
Zurück zum Zitat Shi ZJ, Wang S, Xu Z (2010) The convergence of conjugate gradient method with nonmonotone line search. Appl Math Comput 217:1921–1932MathSciNetMATH Shi ZJ, Wang S, Xu Z (2010) The convergence of conjugate gradient method with nonmonotone line search. Appl Math Comput 217:1921–1932MathSciNetMATH
Zurück zum Zitat Shiyekar S, Norris A, Bird RK, et al. (2011) Design, optimization, and evaluation of integrally-stiffened Al-2139 panel with curved stiffeners. National Aeronautics and Space Administration, Langley Research Center Shiyekar S, Norris A, Bird RK, et al. (2011) Design, optimization, and evaluation of integrally-stiffened Al-2139 panel with curved stiffeners. National Aeronautics and Space Administration, Langley Research Center
Zurück zum Zitat Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef
Zurück zum Zitat Wang B, Hao P, Li G et al (2014) Generatrix shape optimization of stiffened shells for low imperfection sensitivity. Sci China Technol Sci 57(10):2012–2019CrossRef Wang B, Hao P, Li G et al (2014) Generatrix shape optimization of stiffened shells for low imperfection sensitivity. Sci China Technol Sci 57(10):2012–2019CrossRef
Zurück zum Zitat Wu YT, Millwater HR, Cruse TA (1990) Advanced probabilistic structural analysis method for implicit performance functions. AIAA J 28(9):1663–1669CrossRef Wu YT, Millwater HR, Cruse TA (1990) Advanced probabilistic structural analysis method for implicit performance functions. AIAA J 28(9):1663–1669CrossRef
Zurück zum Zitat Youn BD, Choi KK (2004) A new response surface methodology for reliability-based design optimization. Comput Struct 82(2–3):241–256CrossRef Youn BD, Choi KK (2004) A new response surface methodology for reliability-based design optimization. Comput Struct 82(2–3):241–256CrossRef
Zurück zum Zitat Youn BD, Choi KK, Du L (2005a) Adaptive probability analysis using an enhanced hybrid mean value method. Struct Multidiscip Optim 29(2):134–148CrossRef Youn BD, Choi KK, Du L (2005a) Adaptive probability analysis using an enhanced hybrid mean value method. Struct Multidiscip Optim 29(2):134–148CrossRef
Zurück zum Zitat Youn BD, Choi KK, Du L (2005b) Enriched performance measure approach for reliability-based design optimization. AIAA J 43(4):874–884CrossRef Youn BD, Choi KK, Du L (2005b) Enriched performance measure approach for reliability-based design optimization. AIAA J 43(4):874–884CrossRef
Zurück zum Zitat Youn BD, Choi KK, Park YH (2003) Hybrid analysis method for reliability-based design optimization. J Mech Des 125(2):221–232CrossRef Youn BD, Choi KK, Park YH (2003) Hybrid analysis method for reliability-based design optimization. J Mech Des 125(2):221–232CrossRef
Zurück zum Zitat Yang RJ, Gu L (2004) Experience with approximate reliability-based optimization methods. Struct Multidiscip Optim 26:152–159CrossRef Yang RJ, Gu L (2004) Experience with approximate reliability-based optimization methods. Struct Multidiscip Optim 26:152–159CrossRef
Metadaten
Titel
Enhanced single-loop method for efficient reliability-based design optimization with complex constraints
verfasst von
Behrooz Keshtegar
Peng Hao
Publikationsdatum
03.11.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 4/2018
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-017-1842-x

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