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dc.contributor.authorQian, Zhiguangen_US
dc.date.accessioned2006-09-01T19:16:30Z
dc.date.available2006-09-01T19:16:30Z
dc.date.issued2006-05-19en_US
dc.identifier.urihttp://hdl.handle.net/1853/11480
dc.description.abstractThe use of computer modeling is fast increasing in almost every scientific, engineering and business arena. This dissertation investigates some challenging issues in design, modeling and analysis of computer experiments, which will consist of four major parts. In the first part, a new approach is developed to combine data from approximate and detailed simulations to build a surrogate model based on some stochastic models. In the second part, we propose some Bayesian hierarchical Gaussian process models to integrate data from different types of experiments. The third part concerns the development of latent variable models for computer experiments with multivariate response with application to data center temperature modeling. The last chapter is devoted to the development of nested space-filling designs for multiple experiments with different levels of accuracy.en_US
dc.format.extent1017052 bytes
dc.format.mimetypeapplication/pdf
dc.language.isoen_US
dc.publisherGeorgia Institute of Technologyen_US
dc.subjectComputer experimenten_US
dc.subjectGaussian process models
dc.subjectMetamodels
dc.subjectSurrogate models
dc.subjectDesign of experiments
dc.subjectOrthogonal arrays
dc.subjectStructural equation model
dc.subjectLatent variable model
dc.subjectData center
dc.subject.lcshMathematical modelsen_US
dc.subject.lcshGaussian processesen_US
dc.subject.lcshExperimental designen_US
dc.subject.lcshDigital computer simulationen_US
dc.subject.lcshDecision support systemsen_US
dc.subject.lcshApproximation theoryen_US
dc.titleComputer experiments: design, modeling and integrationen_US
dc.typeDissertationen_US
dc.description.degreePh.D.en_US
dc.contributor.departmentIndustrial and Systems Engineeringen_US
dc.description.advisorCommittee Chair: Wu, C. F. Jeff; Committee Co-Chair: Amemiya, Yasuo; Committee Member: Lu, Jye-Chyi; Committee Member: Shaprio, Alexander; Committee Member: Vengazhiyil, Roshan Josephen_US


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