Authors
Timothy Simpson, Farrokh Mistree, John Korte, Timothy Mauery
Publication date
1998/9/2
Book
7th AIAA/USAF/NASA/ISSMO symposium on multidisciplinary analysis and optimization
Pages
4755
Description
In this paper, we compare and contrast the use of second-order response surface models and kriging models for approximating non-random, deterministic computer analyses. After reviewing the response surface method for constructing polynomial approximations, kriging is presented as an alternative approximation method for the design and analysis of computer experiments. Both methods are applied to the multidisciplinary design of an aerospike nozzle which consists of a computational fluid dynamics model and a finite-element model. Error analysis of the response surface and kriging models is performed along with a graphical comparison of the approximations, and four optimization problems are formulated and solved using both sets of approximation models. The second-order response surface models and kriging models—using a constant underlying global model and a Gaussian correlation function …
Total citations
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