Multiobjective robust optimization for crashworthiness design of foam filled thin-walled structures with random and interval uncertainties

Abstract To improve crashing behavior of aluminum foam-filler columns design optimization has proven rather effective and been extensively used. Nevertheless, an optimal design could become less meaningful or even unacceptable when some uncertainties present. Parametric uncertainties are often treated as random variables in conventional robust optimization. Taking foam filled thin-walled structure as an example, which could also exhibit probabilistic and/or bounded nature of uncertainties, it may be more appropriate to describe them with hybrid uncertainties by using random variables and interval variables. Furthermore, evaluation of product quality often involves a number of criteria which may conflict with each other. To address the issue, this paper presents a multiobjective robust optimization to explore the design problems of parametric uncertainties involving both random and interval variables in foam filled thin-walled tube, in which specific energy absorption (SEA) and peak crushing force are considered as the design objectives and the average crash force is considered as the design constraint. A nesting optimization procedure is proposed here to solve the multiobjective robust optimization problem. In the outer loop, the Non-dominated Sorting Genetic Algorithm II (NSGA-II), is implemented to generate robust Pareto solution. In the inner loop the Monte Carlo simulation is performed to evaluate the impact responses of the mixed uncertainties to the robustness of optimized design. The example demonstrates the effectiveness of the proposed robust crashworthiness optimization involving both random and interval variables.

[1]  Xiaoping Du,et al.  Robust Mechanism synthesis with random and interval variables , 2009 .

[2]  Kohei Fujita,et al.  An efficient methodology for robustness evaluation by advanced interval analysis using updated second-order Taylor series expansion , 2011 .

[3]  Qian Wang,et al.  Modeling and optimization of foam-filled thin-walled columns for crashworthiness designs , 2010 .

[4]  Larsgunnar Nilsson,et al.  Experimental and finite element robustness studies of a bumper system subjected to an offset impact loading , 2011 .

[5]  N. Fleck,et al.  Isotropic constitutive models for metallic foams , 2000 .

[6]  C. Jiang,et al.  A new reliability analysis method for uncertain structures with random and interval variables , 2012 .

[7]  Yunkai Gao,et al.  Multiobjective reliability-based optimization for design of a vehicledoor , 2013 .

[8]  S. Azarm,et al.  Multi-objective robust optimization using a sensitivity region concept , 2005 .

[9]  O. Hopperstad,et al.  Constitutive modeling of aluminum foam including fracture and statistical variation of density , 2003 .

[10]  Norman Jones,et al.  Energy-absorbing effectiveness factor , 2010 .

[11]  Abdulmalik A. Alghamdi,et al.  Collapsible impact energy absorbers: an overview , 2001 .

[12]  Ali Jamali,et al.  Pareto Optimization of Energy Absorption of Square Aluminium Columns Using Multi-Objective Genetic Algorithms , 2006 .

[13]  Ismail Farajpour,et al.  An optimization based approach for structural design considering safety, robustness, and cost , 2013 .

[14]  G. Cheng,et al.  A comparative study of energy absorption characteristics of foam-filled and multi-cell square columns , 2007 .

[15]  W. Abramowicz,et al.  Axial crushing of foam-filled columns , 1988 .

[16]  Xiaotian Zhuang,et al.  A Sequential Sampling Strategy to Improve Reliability-Based Design Optimization With Implicit Constraint Functions , 2012 .

[17]  T. J. Mitchell,et al.  Exploratory designs for computational experiments , 1995 .

[18]  Zissimos P. Mourelatos,et al.  A Methodology for Trading-Off Performance and Robustness Under Uncertainty , 2006, DAC 2005.

[19]  Kaushik Sinha,et al.  Multi-objective robust optimisation for crashworthiness during side impact , 2007 .

[20]  C. Jiang,et al.  A sequential nonlinear interval number programming method for uncertain structures , 2008 .

[21]  Yi Zhang,et al.  An Approximation Approach to General Robustness Assessment for Multidisciplinary Systems , 2010, J. Comput. Inf. Sci. Eng..

[22]  Farrokh Mistree,et al.  Kriging Models for Global Approximation in Simulation-Based Multidisciplinary Design Optimization , 2001 .

[23]  Roberta Parreiras,et al.  Interval Robust Multi-objective Algorithm , 2009 .

[24]  Xiaodong Huang,et al.  Identification of material parameters for aluminum foam at high strain rate , 2013 .

[25]  J. Hammersley,et al.  Monte Carlo Methods , 1965 .

[26]  Fangyi Li,et al.  Interval-Based Uncertain Multi-Objective Optimization Design of Vehicle Crashworthiness , 2010 .

[27]  R. H. Myers,et al.  Response Surface Methodology: Process and Product Optimization Using Designed Experiments , 1995 .

[28]  Mahmoud Shariati,et al.  Optimization of foam filled spot-welded column for the crashworthiness design , 2010 .

[29]  O. Hopperstad,et al.  Validation of constitutive models applicable to aluminium foams , 2002 .

[30]  Wei Li,et al.  Crashworthiness design for foam filled thin-wall structures , 2009 .

[31]  Bahram Notghi,et al.  Reliability-based robust multi-objective crashworthiness optimisation of S-shaped box beams with parametric uncertainties , 2010 .

[32]  Pietro Marco Congedo,et al.  A simplex-based numerical framework for simple and efficient robust design optimization , 2013, Comput. Optim. Appl..

[33]  Zhan Kang,et al.  Reliability-based design optimization of adhesive bonded steel–concrete composite beams with probabilistic and non-probabilistic uncertainties , 2011 .

[34]  Rémi Abgrall,et al.  TSI metamodels-based multi-objective robust optimization , 2013 .

[35]  M. Zako,et al.  Structural optimization using Kriging approximation , 2003 .

[36]  Shiwei Zhou,et al.  Crashworthiness design for functionally graded foam-filled thin-walled structures , 2010 .

[37]  Z. Kang,et al.  Reliability-based structural optimization with probability and convex set hybrid models , 2010 .

[38]  Qing Li,et al.  Multiobjective optimization for crash safety design of vehicles using stepwise regression model , 2008 .

[39]  Kalyanmoy Deb,et al.  Multi-objective optimization using evolutionary algorithms , 2001, Wiley-Interscience series in systems and optimization.

[40]  S. Azarm,et al.  Multi-Objective Robust Optimization Under Interval Uncertainty Using Online Approximation and Constraint Cuts , 2011 .

[41]  Guangyao Li,et al.  Crashworthiness design of vehicle by using multiobjective robust optimization , 2011 .

[42]  Pietro Marco Congedo,et al.  Robust analysis of cavitating flows in the Venturi tube , 2014 .

[43]  Xu Han,et al.  A nonlinear interval-based optimization method with local-densifying approximation technique , 2010 .

[44]  Xu Han,et al.  An uncertain structural optimization method based on nonlinear interval number programming and interval analysis method , 2007 .

[45]  O. Hopperstad,et al.  Static and dynamic crushing of square aluminium extrusions with aluminium foam filler , 2000 .

[46]  Xu Han,et al.  Multiobjective optimization for tapered circular tubes , 2011 .

[47]  F. Tin-Loi,et al.  Hybrid probabilistic interval analysis of bar structures with uncertainty using a mixed perturbation Monte-Carlo method , 2011 .

[48]  Wei-Xin Ren,et al.  Finite element model updating in structural dynamics by using the response surface method , 2010 .

[49]  Qing Li,et al.  A Comparative study on multiobjective reliable and robust optimization for crashworthiness design of vehicle structure , 2013 .

[50]  Saeed Ziaei-Rad,et al.  Parametric study and numerical analysis of empty and foam-filled thin-walled tubes under static and dynamic loadings , 2008 .

[51]  Su-huan Chen,et al.  Interval optimization of dynamic response for uncertain structures with natural frequency constraints , 2004 .

[52]  Qiang Li,et al.  A two-stage multi-objective optimisation of vehicle crashworthiness under frontal impact , 2008 .

[53]  Heung-Soo Kim,et al.  New extruded multi-cell aluminum profile for maximum crash energy absorption and weight efficiency , 2002 .

[54]  H. Zarei,et al.  Crashworthiness optimization of empty and filled aluminum crash boxes , 2007 .

[55]  Shapour Azarm,et al.  Multiobjective Collaborative Robust Optimization With Interval Uncertainty and Interdisciplinary Uncertainty Propagation , 2008 .

[56]  M. Langseth,et al.  Static crushing of square aluminium extrusions with aluminium foam filler , 1999 .

[57]  Ping Zhu,et al.  Metamodel-based lightweight design of an automotive front-body structure using robust optimization , 2009 .

[58]  Kalyanmoy Deb,et al.  A fast and elitist multiobjective genetic algorithm: NSGA-II , 2002, IEEE Trans. Evol. Comput..

[59]  Qing Li,et al.  Optimization of foam-filled bitubal structures for crashworthiness criteria , 2012 .

[60]  Guangyao Li,et al.  Crashworthiness optimization of foam-filled tapered thin-walled structure using multiple surrogate models , 2013 .