Abstract
Rising complexity of industrial development in the automotive industry is leading to a higher degree of interdisciplinarity, which is especially true in the virtual design area. New methods and solution procedures have to be evaluated and integrated in the overall process. For example, in car body design process, a new topic emerged recently: the multidisciplinary optimization of car bodies with respect to crash and NVH (noise, vibration, and harshness). Because rigorous evaluation of appropriate numerical algorithms is still missing, an intense study was realized at the research center of BMW. The results are summarized in this article. Four benchmarks have been studied: (a) a full vehicle model for NVH analysis, (b) a simplified multidisciplinary problem with a single crash case and linear statics and dynamics, (c) a lateral impact problem for multi-criteria optimization, and finally, (d) a small shape optimization problem was included to demonstrate the potential of transferring the results to the more complex problem of optimizations based on real changes in the shape of the structures. Because response surface methods have already been discussed in the literature and because of their failure in certain industrial cases, the focus was set on the evaluation of stochastic algorithms: simulated annealing, genetic and evolutionary algorithms were tested. Finally, a complete industrial multidisciplinary example from the current development process was studied for the validation of the results.
This is a preview of subscription content,
to check access.Similar content being viewed by others
References
Bäck T (1996) Evolutionary Algorithms in Theory and Practice. Oxford University Press
Beyer HG (2001) The Theory of Evolution Strategies. Natural Computing Series, Springer
Blumhardt R (2002) Numerische Optimierung des Crashverhaltens von Fahrzeugstrukturen und komponenten. PhD thesis, Technische Universität München
Büche D (2003) Multi-objective evolutionary optimization of gas turbine components. PhD thesis, ETH Zürich
Coello CA, Veldhuizen vDA, Lamont GB (2002) Evolutionary Algorithms for Solving Multi-Objective Problems. Kluwer Acad. Publ.
Craig KJ, Nielen S, Dooge DA, Varadappa S (2002) Multidisciplinary design optimization of automotive crashworthiness and NVH using LS-Opt. In: 7th Int. LS-DYNA Users Conf., Michigan, US
Deb K (2001) Multi-Objective Optimization using Evolutionary Algorithms. John Wiley & Sons, Chichester
Duddeck F (2002) Evaluation of response surface methods for MDO. Tech. rep., BMW, Munich
Duddeck F, Volz K (2005) Evaluation of optimization algorithms for crash and NVH. In: Bathe KJ (ed) 3rd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 1240–1243
Duddeck F, Heiserer D, Lescheticky J (2003) Stochastic methods for optimization of crash and NVH problems. In: Bathe KJ (ed) 2nd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 2265–2268
Duddeck F, Kropp A, Wegner S (2005) Multi-criteria evolutionary optimization for car body acoustics. In: Schilling R, Haase W, Periaux J, Baier H, Bugeda G (eds) Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Societal Problems, EUROGEN 2005, Technische Universität München, pp 1–12
Fang H, Rais-Rohani M, Liu Z, Horstemeyer M (2005) A comparative study of metamodeling methods for multiobjective crashworthiness optimization. Comput Struct 83:2121–2136
Fogel LJ, Owens AJ, J WM (1966) Artificial Intelligence Through Simulated Evolution. John Wiley, New York, U.S.A.
Forsberg J (2005) Structural optimization in vehicle crashworthiness design. PhD thesis, Linköping University
Forsberg J, Nilsson L (2005) On polynomial response surfaces and Kriging for use in structural optimization of crashworthiness. Struct Multidisc Optim 29(3):232–243
Forsberg J, Nilsson L (2006) Evaluation of response surface methodologies used in crashworthiness optimization. Int J Impact Engrg 32:759–777
Heiserer D, Zimmer H (2004) Formoptimierung in der frühen Phase der Karosserieentwicklung. In: VDI - Berechnung und Simulation im Fahrzeugbau, Würzburg
Holland JH (1975) Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor, U.S.A.
Jansson T, Nilsson L, Redhe M (2003) Using surrogate models and response surfaces in structural optimization - with application on crashworthiness design and sheet metal forming. Struct Multidisc Optim 25(2):129–140
Kirkpatrick S, Gelatt Jr CD, Vecchi MP (1983) Optimization by simulated annealing. Science 220(4598):671–680
Kodiyalam S (2003) High performance computing for multidisciplinary design optimization and robustness of vehicle structures. In: Bathe KJ (ed) 2nd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 2305–2307
Kodiyalam S, Sobieski J (2001) Multidisciplinary design optimisation: some formal methods, framework requirements, and application to vehicle design. Int J Vehicle Design 25(1/2):3–22
Koza JR (1992) Genetic Programming. Bradford Book, The M.I.T. Press, Cambridge, MA, U.S.A.
Kropp A (2006) Robust acoustic vehicle body design using evolutionary algorithms. In: Int. Conf. Noise and Vibration Engrg, ISMA2006, Leuven
Lescheticky J, Duddeck F, Girona S, Willmes L (2004) Effizientere Produktentwicklung durch den Einsatz multidisziplinärer Optimierungsverfahren im Entwurfsprozess von Karosserien. In: Numerical Analysis and Simulation, VDI-Berichte, Würzburg, 1846, pp 583–601
Marklund PO (2002) Finite element simulation of airbag deployment and optimization in crashworthiness design. PhD thesis, Linköping University
Müllerschön H, Hove M, Mlekusch B (2006) Optimization strategies for highly non-linear FE-applications as crashworthiness applications. In: 3rd Europ. Conf. on Comput. Mech., Lisbon, 2388
Myers RH, Montgomery DC (1995) Response Surface Methodology. Wiley, New York
Rechenberg I (1973) Evolutionstrategie: Optimierung technisher Systeme nach Prinzipien der biologischen Evolution. Fromman-Holzboog Verlag, Stuttgart
Redhe M (2004) On vehicle crashworthiness design using structural optimization. PhD thesis, Linköping University
Redhe M, Nilsson L (2006) A multipoint version of space mapping optimization applied to vehicle crashworthiness design. Struct Multidisc Optim 31:134–146
Redhe M, Giger M, Nilsson L (2004) An investigation of structural optimization in crashworthiness design using a stochastic approach. Struct Multidisc Optim 27(6):728–734
Schramm U (2001) Multi-disciplinary optimization for NVH and crashworthiness. In: Bathe KJ (ed) 1st M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 721–724
Sobieszczanski-Sobieski J, Kodiyalam S, Yang RJ (2000) Optimization of car body under constraints of noise, vibration, and harshness (NVH), and crash. American Institute of Aeronautics & Astronautics 1521
Stander N, Craig KJ (2002) On the robustness of a simple domain reduction scheme for simulation based optimization. Engrg Comput Review 19(4):431–450
Volz K (2007) Topologie- und Gestaltoptimierung von Rohkarosserien zur Verbesserung der Crasheigenschaften von Fahrzeugen in der frühen Entwicklungsphase. PhD thesis, Technische Universität München, to be published
Volz K, Duddeck F (2005) Crash optimization of car bodies in the concept stage of vehicle development. In: Bathe KJ (ed) 3rd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 1315–1319
Wauquiez C, Kayvantash K, Masfrand S, Bekkour T, Arnaudeau F (2005) Mass minimization of vehicle structure subject to varying crashworthiness constraints: a prediction-correction approach. In: Bathe KJ (ed) 3rd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 1320–1323
Will J, Riedel J, Bucher C, Raasch I (2004) Suche nach alternativen Gesamtfahrzeugkonzepten. In: 22nd CAD-FEM User’s Meeting - Int. Congress on FEM Techn., Dresden
Yang RJ, Gu L, Tho CH, Sobieski J (2001) Multi-disciplinary optimization of a full vehicle with high performance computing. In: Conf. of the American Inst. of Aeronautics and Astronautics, pp 688–698, aIAA Paper No. AIAA- 2001-1273
Yang RJ, Gu L, Fu Y, Tho CH (2003) Experience with sequential stochastic design improvement methods. In: Bathe KJ (ed) 2nd M.I.T. Conf. on Comput. Fluid and Solid Mech., Elsevier, Oxford, pp 2409–2411
Youn BD, Choi KK (2004) A new response surface methodology for reliability-based design optimization. Comput Struct 82:241–256
Youn BD, Choi KK, Yang RJ, Gu L (2004) Reliability-based design optimization for crashworthiness of vehicle side impact. Struct Multidisc Optim 26:272–283
Zimmer H, Prabhuwaingankar M (2005) Implicitly parametric crash and NVH analysis models in the vehicle concept design phase. In: 4th LS-DYNA Anwenderforum, Bamberg, Germany, pp 61–69
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Duddeck, F. Multidisciplinary optimization of car bodies. Struct Multidisc Optim 35, 375–389 (2008). https://doi.org/10.1007/s00158-007-0130-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00158-007-0130-6