Bayesian Meta-Modeling of Engineering Design Simulations : A Sequential Approach with Adaptation to Irregularities in the Response Behavior

@inproceedings{FarhangMehr2005BayesianMO,
  title={Bayesian Meta-Modeling of Engineering Design Simulations : A Sequential Approach with Adaptation to Irregularities in the Response Behavior},
  author={A. Farhang-Mehr and Shapour Azarm},
  year={2005}
}
A Sequential Approach with Adaptation to Irregularities in the Response Behavior A. Farhang-Mehr S. Azarm Postdoctoral Research Associate Professor Department of Mechanical Engineering University of Maryland College Park, Maryland 20742 U.S.A. Abstract Among the current meta-modeling approaches, Bayesian-based interpolation models have received significant attention in the literature. A Bayesian model is valid for an entire range of design space. Also, a Bayesian model has the ability to adapt… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-10 of 23 extracted citations

References

Publications referenced by this paper.
Showing 1-10 of 28 references

Generic Sequential Sampling for MetaModel Approximations

  • J. C. Turner, M. I. Campbell, R. H. Crawford
  • CD-ROM Proceedings of the ASME International…
  • 2003
Highly Influential
4 Excerpts

Bayesian Prediction of Deterministic Functions, with Applications to the Design and Analysis of Computer Experiments,

  • C. Currin, M. Mitchell, M. Morris, D. Ylvisaker
  • Journal of the American Statistical Association,
  • 1991
Highly Influential
4 Excerpts

Design and Analysis of Computer Experiments,

  • J. Sacks, W. J. Welch, T. J. Mitchell, H. P. Wynn
  • Statistical Science,
  • 1989
Highly Influential
4 Excerpts

A Study on the Use of Kriging Models to Approximate Deterministic Computer Models,

  • J. D. Martin, T. W. Simpson
  • CD-ROM Proceedings of the ASME International…
  • 2003

Bayesian Approximation-Assisted Optimization Applied to Crashworthiness Design of a Pickup Truck,

  • A. Farhang-Mehr, S. Azarm, A. Diaz, A. Ravisekar
  • CD-ROM Proceedings of the ASME International…
  • 2003
4 Excerpts

Worst-Case Design in Head Impact Crashworthiness Optimization

  • K. J. Craig, N. Stander, S. Balasubramanyam
  • International Journal for Numerical Methods in…
  • 2003
1 Excerpt

A Sequential Information - Theoretic Approach to Design of Computer Experiments ”

  • A. Farhang-Mehr, S. Azarm
  • CD - ROM Proceedings of the 9 th AIAA / ISSMO…
  • 2002
1 Excerpt

A Sequential Information-Theoretic Approach to Design of Computer Experiments”, CD-ROM

  • A. Farhang-Mehr, S. Azarm
  • Proceedings of the 9th AIAA/ISSMO Symposium on…
  • 2002
1 Excerpt

Similar Papers

Loading similar papers…