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Progress in Industrial Mathematics at ECMI 2010 pp 295–301Cite as

Nonlinear Metamodeling of Bulky Data and Applications in Automotive Design

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Part of the book series: Mathematics in Industry ((TECMI,volume 17))

Abstract

We describe and discuss methods for nonlinear metamodeling of simulation databases featuring continuous exploration of simulation results, tolerance prediction, sensitivity analysis, and rapid interpolation of bulky FEMdata. Themethods have been implemented in the design-parameter optimization tool DesParO. Reallife applications from the automotive industry show their efficiency.

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References

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Author information

Authors and Affiliations

  1. Fraunhofer Institute for Algorithms and Scientific Computing SCAI, 53754, Sankt Augustin, Germany

    Igor Nikitin, Lialia Nikitina & Tanja Clees

Authors
  1. Igor Nikitin
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  2. Lialia Nikitina
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  3. Tanja Clees
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Corresponding author

Correspondence to Lialia Nikitina .

Editor information

Editors and Affiliations

  1. Applied Math. and Numerical Analysis, University of Wuppertal, Gaußstr. 20, Wuppertal, 42119, Germany

    Michael Günther

  2. Applied Math. and Numerical Analysis, University of Wuppertal, Gaußstrasse 20, Wuppertal, 42119, Germany

    Andreas Bartel

  3. Corporate Research and Advance Engineeri, Robert Bosch GmbH, Robert-Bosch-Platz 1, Stuttgart, 70839, Germany

    Markus Brunk

  4. Applied Math. and Numerical Analysis, University of Wuppertal, Gaußstrasse 20, Wuppertal, 42119, Germany

    Sebastian Schöps

  5. Applied Math. and Numerical Analysis, University of Wuppertal, Gaußstrasse 20, Wuppertal, 42119, Germany

    Michael Striebel

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© 2012 Springer-Verlag Berlin Heidelberg

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Cite this paper

Nikitin, I., Nikitina, L., Clees, T. (2012). Nonlinear Metamodeling of Bulky Data and Applications in Automotive Design. In: Günther, M., Bartel, A., Brunk, M., Schöps, S., Striebel, M. (eds) Progress in Industrial Mathematics at ECMI 2010. Mathematics in Industry(), vol 17. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25100-9_34

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