Related publications

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A couple of third party publications similar in philosophy and scope is given below. For publications of the SUMO lab group see here.

General

<bibtex> @PHDTHESIS{Yao2005,

 author = {Yao Lin},
 title = {An efficient robust concept exploration method and sequential exploratory experimental design},
 institution = {Georgia Institute of Technology},
 year = {2005},
 url = {http://www.worldcatlibraries.org/wcpa/top3mset/57467815}

} </bibtex>

<bibtex> @ARTICLE{Busby2007,

 author = {Daniel Busby and Chris L. Farmer and Armin Iske},
 title = {Hierarchical Nonlinear Approximation for Experimental Design and

Statistical Data Fitting},

 journal = {SIAM Journal on Scientific Computing},
 year = {2007},
 volume = {29},
 pages = {49-69},
 number = {1},
 doi = {10.1137/050639983},
 publisher = {SIAM},
 url = {http://link.aip.org/link/?SCE/29/49/1}

} </bibtex>

<bibtex> @INPROCEEDINGS{Gramacy2004,

 author = {Robert B. Gramacy and Herbert K. H. Lee and William G. Macready},
 title = {Parameter space exploration with Gaussian process trees},
 booktitle = {ICML '04: Proceedings of the twenty-first international conference

on Machine learning},

 year = {2004},
 pages = {45},
 address = {New York, NY, USA},
 publisher = {ACM Press},
 doi = {http://doi.acm.org/10.1145/1015330.1015367},
 isbn = {1-58113-828-5},
 location = {Banff, Alberta, Canada}

} </bibtex>

<bibtex> @INPROCEEDINGS{Gano2006,

 author = {Shawn E. Gano and Harold Kim and Don E. Brown},
 title = {Comparison of Three Surrogate Modeling Techniques: Datascape, Kriging and Second Order Regression},
 booktitle = {11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference},
 year = {2006}

} </bibtex>

<bibtex> @ARTICLE{Farhang-Mehr2005,

 author = {A. Farhang-Mehr and S. Azarm},
 title = {Bayesian meta-modelling of engineering design simulations: a sequential

approach with adaptation to irregularities in the response behaviour},

 journal = {International Journal for Numerical Methods in Engineering},
 year = {2005},
 volume = {62},
 pages = {2104-2126},
 number = {15},
 doi = {10.1002/nme.1261},
 owner = {dgorissen},
 timestamp = {2006.08.20}

} </bibtex>

<bibtex> @INPROCEEDINGS{Ganser2007,

 author = {M. Ganser and K. Grossenbacher and M. Schutz and L. Willmes and T.

Back},

 title = {Simulation meta-models in the early phases of the product development

process},

 booktitle = {Proceedings of Efficient Methods for Robust Design and Optimization

(EUROMECH 07)},

 year = {2007},
 owner = {dgorissen},
 timestamp = {2008.01.04}

} </bibtex>

Surrogate driven optimization

<bibtex> @ARTICLE{ jones:1998, author = "D. R. Jones, Matthias Schonlau and William J. Welch", title = "Efficient Global Optimization of Expensive Black-Box Functions", journal = "Journal of Global Optimization, 13:455-492", year = "1998" }

</bibtex>

<bibtex> @PHDTHESIS{ sasena:2002, author = "M.J. Sasena", title = "Flexibility and Efficiency Enhancements For Constrainted Global Design Optimization with Kriging Approximations", school = "University of Michigan", year = "2002" } </bibtex>

<bibtex> @PhDThesis{ schonlau:1997, title = "Computer Experiments and Global Optimization", author = "M. Schonlau", school = "University of Waterloo", year = "1997" } </bibtex>