Related publications

A couple of third party publications similar in philosophy and scope is given below. This list is by no means intended to be complete or up to date. 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>