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Published in: Structural and Multidisciplinary Optimization 6/2017

07-10-2017 | INDUSTRIAL APPLICATION

Multiobjective reliability-based optimization for crashworthy structures coupled with metal forming process

Authors: Guangyong Sun, Huile Zhang, Ruoyu Wang, Xiaojiang Lv, Qing Li

Published in: Structural and Multidisciplinary Optimization | Issue 6/2017

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Abstract

Crashworthiness design for manufacturing of thin-walled structures remains a main challenge in vehicle industry. Conventionally, there have been two main stream procedures (1) conducting the crashworthiness optimization and manufacturing deign separately in a sequential manner; or (2) neglecting the effects of manufacturing process on final outcomes. Note that most of the energy absorbing members in vehicle body are fabricated by stamping process which likely results in non-uniform thickness, substantial residual strains/stresses especially for high strength steel or advanced high strength steels, etc. Furthermore, the uncertainties of the material properties, stamping process and geometry generally propagate from manufacturing phase to operational phase, likely leading to the uncontrollable fluctuations of crashing responses. In other words, a deterministic optimization could result in unreliable or unstable designs. To address these critical issues, a multiobjective reliability-based design optimization was proposed here to optimize the double-hat thin-walled structure by coupling with stamping uncertainties. First, the finite element analysis results of stamping process are transferred to crashworthiness simulation. As such the uncertainties of material properties, process parameters and resultant geometry can be propagated from forming stage to crashing stage in a non-deterministic context. Second, the surrogate modeling techniques were adopted to approximate the forming and crashing responses in terms of mean and standard deviation. Third, the multiobjective particle swarm optimization (MOPSO) algorithm was employed to seek optimal reliable design solutions which were combined with Monte Carlo Simulation (MCS). The optimal results of the double-hat structure show that the proposed method not only significantly improved the formability and crashworthiness, but also was capable of enhancing the reliability of Pareto solutions.

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Appendix
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Literature
go back to reference Bekar D, Acar E, Ozer F, Guler MA (2012) Robust springback optimization of a dual phase steel seven-flange die assembly. Struct Multidiscip Optim 46:425–444CrossRef Bekar D, Acar E, Ozer F, Guler MA (2012) Robust springback optimization of a dual phase steel seven-flange die assembly. Struct Multidiscip Optim 46:425–444CrossRef
go back to reference Cannavó F (2012) Sensitivity analysis for volcanic source modeling quality assessment and model selection. Comput Geosci 44:52–59CrossRef Cannavó F (2012) Sensitivity analysis for volcanic source modeling quality assessment and model selection. Comput Geosci 44:52–59CrossRef
go back to reference Chen Z, Qiu H, Gao L, Li P (2013) An optimal shifting vector approach for efficient probabilistic design. Struct Multidiscip Optim 47:905–920CrossRef Chen Z, Qiu H, Gao L, Li P (2013) An optimal shifting vector approach for efficient probabilistic design. Struct Multidiscip Optim 47:905–920CrossRef
go back to reference Choi SK, Grandhi R, Canfield RA (2006) Reliability-based structural design. Springer Science & Business MediaMATH Choi SK, Grandhi R, Canfield RA (2006) Reliability-based structural design. Springer Science & Business MediaMATH
go back to reference Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6:182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6:182–197CrossRef
go back to reference Du X, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126:225–233CrossRef Du X, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126:225–233CrossRef
go back to reference Duan L, Sun G, Cui J, Chen T, Cheng A, Li G (2016) Crashworthiness design of vehicle structure with tailor rolled blank. Struct Multidiscip Optim 53:321–338CrossRef Duan L, Sun G, Cui J, Chen T, Cheng A, Li G (2016) Crashworthiness design of vehicle structure with tailor rolled blank. Struct Multidiscip Optim 53:321–338CrossRef
go back to reference Duan L, Xiao N, Li G, Xu F, Chen T, Cheng A (2017) Bending analysis and design optimisation of tailor-rolled blank thin-walled structures with top-hat sections. Int J Crashworthiness 22:227–242CrossRef Duan L, Xiao N, Li G, Xu F, Chen T, Cheng A (2017) Bending analysis and design optimisation of tailor-rolled blank thin-walled structures with top-hat sections. Int J Crashworthiness 22:227–242CrossRef
go back to reference Durrenberger L, Lemoine X, Molinari A (2011) Effects of pre-strain and bake-hardening on the crash properties of a top-hat section. J Mater Process Technol 211:1937–1947CrossRef Durrenberger L, Lemoine X, Molinari A (2011) Effects of pre-strain and bake-hardening on the crash properties of a top-hat section. J Mater Process Technol 211:1937–1947CrossRef
go back to reference Fang H, Rais-Rohani M, Liu Z, Horstemeyer MF (2005) A comparative study of metamodeling methods for multiobjective crashworthiness optimization. Comput Struct 83:2121–2136CrossRef Fang H, Rais-Rohani M, Liu Z, Horstemeyer MF (2005) A comparative study of metamodeling methods for multiobjective crashworthiness optimization. Comput Struct 83:2121–2136CrossRef
go back to reference Fang J, Gao Y, Sun G, Li Q (2013) Multiobjective reliability-based optimization for design of a vehicle door. Finite Elem Anal Des 67:13–21CrossRef Fang J, Gao Y, Sun G, Li Q (2013) Multiobjective reliability-based optimization for design of a vehicle door. Finite Elem Anal Des 67:13–21CrossRef
go back to reference Fang J, Gao Y, Sun G, Zhang Y, Li Q (2014) Crashworthiness design of foam-filled bitubal structures with uncertainty. Int J Non Linear Mech 67:120–132CrossRef Fang J, Gao Y, Sun G, Zhang Y, Li Q (2014) Crashworthiness design of foam-filled bitubal structures with uncertainty. Int J Non Linear Mech 67:120–132CrossRef
go back to reference Fang J, Gao Y, Sun G, Zheng G, Li Q (2015) Dynamic crashing behavior of new extrudable multi-cell tubes with a functionally graded thickness. Int J Mech Sci 103:63–73CrossRef Fang J, Gao Y, Sun G, Zheng G, Li Q (2015) Dynamic crashing behavior of new extrudable multi-cell tubes with a functionally graded thickness. Int J Mech Sci 103:63–73CrossRef
go back to reference Fang J, Sun G, Qiu N, Kim NH, Li Q (2017) On design optimization for structural crashworthiness and its state of the art. Struct Multidiscip Optim 55:1091–1119CrossRefMathSciNet Fang J, Sun G, Qiu N, Kim NH, Li Q (2017) On design optimization for structural crashworthiness and its state of the art. Struct Multidiscip Optim 55:1091–1119CrossRefMathSciNet
go back to reference Gu L, Yang R (2005) On reliability-based optimisation methods for automotive structures. Int J Mater Prod Technol 25:3–26CrossRef Gu L, Yang R (2005) On reliability-based optimisation methods for automotive structures. Int J Mater Prod Technol 25:3–26CrossRef
go back to reference Gu X, Sun G, Li G, Mao L, Li Q (2013) A comparative study on multiobjective reliable and robust optimization for crashworthiness design of vehicle structure. Struct Multidiscip Optim 48:669–684CrossRef Gu X, Sun G, Li G, Mao L, Li Q (2013) A comparative study on multiobjective reliable and robust optimization for crashworthiness design of vehicle structure. Struct Multidiscip Optim 48:669–684CrossRef
go back to reference Gümrük R, Karadeniz S (2009) The influences of the residual forming data on the quasi-static axial crash response of a top-hat section. Int J Mech Sci 51:350–362CrossRef Gümrük R, Karadeniz S (2009) The influences of the residual forming data on the quasi-static axial crash response of a top-hat section. Int J Mech Sci 51:350–362CrossRef
go back to reference Hallquist J (2007) LS-DYNA keyword user's manual, version 971 livermore software technology corporation Hallquist J (2007) LS-DYNA keyword user's manual, version 971 livermore software technology corporation
go back to reference Hosseini-Tehrani P, Asadi E (2008) Effects of new materials on the crashworthiness of S-rails. Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials Design and Applications 222:37–44 Hosseini-Tehrani P, Asadi E (2008) Effects of new materials on the crashworthiness of S-rails. Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials Design and Applications 222:37–44
go back to reference Jansson T, Nilsson L, Moshfegh R (2008) Reliability analysis of a sheet metal forming process using Monte Carlo analysis and metamodels. J Mater Process Technol 202:255–268CrossRef Jansson T, Nilsson L, Moshfegh R (2008) Reliability analysis of a sheet metal forming process using Monte Carlo analysis and metamodels. J Mater Process Technol 202:255–268CrossRef
go back to reference Jin R, Chen W, Simpson TW (2001) Comparative studies of metamodelling techniques under multiple modelling criteria. Struct Multidiscip Optim 23:1–13CrossRef Jin R, Chen W, Simpson TW (2001) Comparative studies of metamodelling techniques under multiple modelling criteria. Struct Multidiscip Optim 23:1–13CrossRef
go back to reference Kim SH (2013) Prehistoric effect of the stamping process on the crash analysis of an automobile under frontal impact. In: Advanced Materials Research. Trans Tech Publ, pp 149–154 Kim SH (2013) Prehistoric effect of the stamping process on the crash analysis of an automobile under frontal impact. In: Advanced Materials Research. Trans Tech Publ, pp 149–154
go back to reference Najafi A, Rais-Rohani M (2012) Sequential coupled process-performance simulation and multi-objective optimization of thin-walled tubes. Mater Des 41:89–98CrossRef Najafi A, Rais-Rohani M (2012) Sequential coupled process-performance simulation and multi-objective optimization of thin-walled tubes. Mater Des 41:89–98CrossRef
go back to reference Pan F, Zhu P (2011) Lightweight design of vehicle front-end structure: contributions of multiple surrogates. Int J Veh Des 57:124–147CrossRef Pan F, Zhu P (2011) Lightweight design of vehicle front-end structure: contributions of multiple surrogates. Int J Veh Des 57:124–147CrossRef
go back to reference Pan F, Zhu P, Zhang Y (2010) Metamodel-based lightweight design of B-pillar with TWB structure via support vector regression. Comput Struct 88:36–44CrossRef Pan F, Zhu P, Zhang Y (2010) Metamodel-based lightweight design of B-pillar with TWB structure via support vector regression. Comput Struct 88:36–44CrossRef
go back to reference Papadakis L, Schober A, Zaeh MF (2013) Considering manufacturing effects in automotive structural crashworthiness: A simulation chaining approach. Int J Crashworthiness 18:276–287CrossRef Papadakis L, Schober A, Zaeh MF (2013) Considering manufacturing effects in automotive structural crashworthiness: A simulation chaining approach. Int J Crashworthiness 18:276–287CrossRef
go back to reference Sa CY, Zhu X (2005) Integrating metal forming with other performance analyses using a mapping strategy. SAE Technical PaperCrossRef Sa CY, Zhu X (2005) Integrating metal forming with other performance analyses using a mapping strategy. SAE Technical PaperCrossRef
go back to reference Saliby E (1990) Descriptive sampling: a better approach to monte carlo simulation. J Oper Res Soc 41:1133–1142CrossRef Saliby E (1990) Descriptive sampling: a better approach to monte carlo simulation. J Oper Res Soc 41:1133–1142CrossRef
go back to reference Sobol IM (2003) Theorems and examples on high dimensional model representation. Reliab Eng Syst Saf 79:187–193CrossRef Sobol IM (2003) Theorems and examples on high dimensional model representation. Reliab Eng Syst Saf 79:187–193CrossRef
go back to reference Sobol’ IM (2001) Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates. Math Comput Simul 55:271–280CrossRefMATHMathSciNet Sobol’ IM (2001) Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates. Math Comput Simul 55:271–280CrossRefMATHMathSciNet
go back to reference Song X, Sun G, Li Q (2016) Sensitivity analysis and reliability based design optimization for high-strength steel tailor welded thin-walled structures under crashworthiness. Thin-Walled Struct 109:132–142CrossRef Song X, Sun G, Li Q (2016) Sensitivity analysis and reliability based design optimization for high-strength steel tailor welded thin-walled structures under crashworthiness. Thin-Walled Struct 109:132–142CrossRef
go back to reference Sun G, Li G, Gong Z, Cui X, Yang X, Li Q (2010a) Multiobjective robust optimization method for drawbead design in sheet metal forming. Mater Des 31:1917–1929CrossRef Sun G, Li G, Gong Z, Cui X, Yang X, Li Q (2010a) Multiobjective robust optimization method for drawbead design in sheet metal forming. Mater Des 31:1917–1929CrossRef
go back to reference Sun G, Li G, Hou S, Zhou S, Li W, Li Q (2010b) Crashworthiness design for functionally graded foam-filled thin-walled structures. Mater Sci Eng A 527:1911–1919CrossRef Sun G, Li G, Hou S, Zhou S, Li W, Li Q (2010b) Crashworthiness design for functionally graded foam-filled thin-walled structures. Mater Sci Eng A 527:1911–1919CrossRef
go back to reference Sun G, Li G, Zhou S, Li H, Hou S, Li Q (2010c) Crashworthiness design of vehicle by using multiobjective robust optimization. Struct Multidiscip Optim 44:99–110CrossRef Sun G, Li G, Zhou S, Li H, Hou S, Li Q (2010c) Crashworthiness design of vehicle by using multiobjective robust optimization. Struct Multidiscip Optim 44:99–110CrossRef
go back to reference Sun G, Li G, Gong Z, He G, Li Q (2011) Radial basis functional model for multi-objective sheet metal forming optimization. Eng Optim 43:1351–1366CrossRefMathSciNet Sun G, Li G, Gong Z, He G, Li Q (2011) Radial basis functional model for multi-objective sheet metal forming optimization. Eng Optim 43:1351–1366CrossRefMathSciNet
go back to reference Sun G, Fang J, Tian X, Li G, Li Q (2015) Discrete robust optimization algorithm based on Taguchi method for structural crashworthiness design. Expert Syst Appl 42:4482–4492CrossRef Sun G, Fang J, Tian X, Li G, Li Q (2015) Discrete robust optimization algorithm based on Taguchi method for structural crashworthiness design. Expert Syst Appl 42:4482–4492CrossRef
go back to reference Sun G, Pang T, Fang J, Li G, Li Q (2017a) Parameterization of criss-cross configurations for multiobjective crashworthiness optimization. Int J Mech Sci 124:145–157CrossRef Sun G, Pang T, Fang J, Li G, Li Q (2017a) Parameterization of criss-cross configurations for multiobjective crashworthiness optimization. Int J Mech Sci 124:145–157CrossRef
go back to reference Sun G, Zhang H, Fang J, Li G, Li Q (2017b) Multi-objective and multi-case reliability-based design optimization for tailor rolled blank (TRB) structures. Struct Multidiscip Optim 55:1899–1916CrossRef Sun G, Zhang H, Fang J, Li G, Li Q (2017b) Multi-objective and multi-case reliability-based design optimization for tailor rolled blank (TRB) structures. Struct Multidiscip Optim 55:1899–1916CrossRef
go back to reference Sun G, Zhang H, Lu G, Guo J, Cui J, Li Q (2017d) An experimental and numerical study on quasi-static and dynamic crashing behaviors for tailor rolled blank (TRB) structures. Mater Des 118:175–197CrossRef Sun G, Zhang H, Lu G, Guo J, Cui J, Li Q (2017d) An experimental and numerical study on quasi-static and dynamic crashing behaviors for tailor rolled blank (TRB) structures. Mater Des 118:175–197CrossRef
go back to reference Wang W, Sun X, Wei X (2015) Integration of the forming effects into vehicle front rail crash simulation. Int J Crashworthiness 21:1–13 Wang W, Sun X, Wei X (2015) Integration of the forming effects into vehicle front rail crash simulation. Int J Crashworthiness 21:1–13
go back to reference Wei L, Yuying Y (2008) Multi-objective optimization of sheet metal forming process using Pareto-based genetic algorithm. J Mater Process Technol 208:499–506CrossRef Wei L, Yuying Y (2008) Multi-objective optimization of sheet metal forming process using Pareto-based genetic algorithm. J Mater Process Technol 208:499–506CrossRef
go back to reference White M, Jones N (1999) Experimental quasi-static axial crushing of top-hat and double-hat thin-walled sections. Int J Mech Sci 41:179–208CrossRefMATH White M, Jones N (1999) Experimental quasi-static axial crushing of top-hat and double-hat thin-walled sections. Int J Mech Sci 41:179–208CrossRefMATH
go back to reference Xiao N, Li Y, Yang Y, Yu L, Huang H (2014) A novel reliability method for structural systems with truncated random variables. Struct Saf 50:57–65CrossRef Xiao N, Li Y, Yang Y, Yu L, Huang H (2014) A novel reliability method for structural systems with truncated random variables. Struct Saf 50:57–65CrossRef
go back to reference Xiao Z, Fang J, Sun G, Li Q (2015) Crashworthiness design for functionally graded foam-filled bumper beam. Adv Eng Softw 85:81–95CrossRef Xiao Z, Fang J, Sun G, Li Q (2015) Crashworthiness design for functionally graded foam-filled bumper beam. Adv Eng Softw 85:81–95CrossRef
go back to reference Xu F, Sun G, Li G, Li Q (2013) Crashworthiness design of multi-component tailor-welded blank (TWB) structures. Struct Multidiscip Optim 48:653–667CrossRef Xu F, Sun G, Li G, Li Q (2013) Crashworthiness design of multi-component tailor-welded blank (TWB) structures. Struct Multidiscip Optim 48:653–667CrossRef
go back to reference Zabaras N, Ganapathysubramanian S, Li Q (2003) A continuum sensitivity method for the design of multi-stage metal forming processes. Int J Mech Sci 45:325–358CrossRefMATH Zabaras N, Ganapathysubramanian S, Li Q (2003) A continuum sensitivity method for the design of multi-stage metal forming processes. Int J Mech Sci 45:325–358CrossRefMATH
go back to reference Zheng G, Pang T, Sun G, Wu S, Li Q (2016) Theoretical, numerical, and experimental study on laterally variable thickness (LVT) multi-cell tubes for crashworthiness. Int J Mech Sci 118:283–297CrossRef Zheng G, Pang T, Sun G, Wu S, Li Q (2016) Theoretical, numerical, and experimental study on laterally variable thickness (LVT) multi-cell tubes for crashworthiness. Int J Mech Sci 118:283–297CrossRef
go back to reference Ziha K (1995) Descriptive Sampling in Structural Safety. Struct Saf 17:33–41CrossRef Ziha K (1995) Descriptive Sampling in Structural Safety. Struct Saf 17:33–41CrossRef
go back to reference Zou W, Zhu Y, Chen H, Zhang B (2011) Solving multiobjective optimization problems using artificial bee colony algorithm. Discret Dyn Nat Soc 6(2):182–197MATHMathSciNet Zou W, Zhu Y, Chen H, Zhang B (2011) Solving multiobjective optimization problems using artificial bee colony algorithm. Discret Dyn Nat Soc 6(2):182–197MATHMathSciNet
Metadata
Title
Multiobjective reliability-based optimization for crashworthy structures coupled with metal forming process
Authors
Guangyong Sun
Huile Zhang
Ruoyu Wang
Xiaojiang Lv
Qing Li
Publication date
07-10-2017
Publisher
Springer Berlin Heidelberg
Published in
Structural and Multidisciplinary Optimization / Issue 6/2017
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-017-1825-y

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