Abstract
Language  English 

Qualification  Doctor of Philosophy 
Awarding Institution 

Supervisors/Advisors 

Award date  22 Nov 2006 
Place of Publication  Tilburg 
Publisher  
Print ISBNs  905668180X 
Publication status  Published  2006 
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The metamodel approach for simulationbased design optimization. / Stinstra, E.
Tilburg : CentER, Center for Economic Research, 2006. 143 p.Research output: Thesis › Doctoral Thesis › Scientific
TY  THES
T1  The metamodel approach for simulationbased design optimization
AU  Stinstra, E.
PY  2006
Y1  2006
N2  The design of products and processes makes increasing use of computer simulations for the prediction of its performance. These computer simulations are considerably cheaper than their physical equivalent. Finding the optimal design has therefore become a possibility. One approach for finding the optimal design using computer simulations is the metamodel approach, which approximates the behaviour of the computer simulation outcome using a limited number of timeconsuming computer simulations. This thesis contains four main contributions, which are illustrated by industrial cases. First, a method is presented for the construction of an experimental design for computer simulations when the design space is restricted by many (nonlinear) constraints. The second contribution is a new approach for the approximation of the simulation outcome. This approximation method is particularly useful when the simulation model outcome reacts highly nonlinear to its inputs. Third, the metamodel based approach is extended to a robust optimization framework. Using this framework, many uncertainties can be taken into account, including uncertainty on the simulation model outcome. The fourth main contribution is the extension of the approach for use in integral design of many parts of complex systems.
AB  The design of products and processes makes increasing use of computer simulations for the prediction of its performance. These computer simulations are considerably cheaper than their physical equivalent. Finding the optimal design has therefore become a possibility. One approach for finding the optimal design using computer simulations is the metamodel approach, which approximates the behaviour of the computer simulation outcome using a limited number of timeconsuming computer simulations. This thesis contains four main contributions, which are illustrated by industrial cases. First, a method is presented for the construction of an experimental design for computer simulations when the design space is restricted by many (nonlinear) constraints. The second contribution is a new approach for the approximation of the simulation outcome. This approximation method is particularly useful when the simulation model outcome reacts highly nonlinear to its inputs. Third, the metamodel based approach is extended to a robust optimization framework. Using this framework, many uncertainties can be taken into account, including uncertainty on the simulation model outcome. The fourth main contribution is the extension of the approach for use in integral design of many parts of complex systems.
M3  Doctoral Thesis
SN  905668180X
T3  CentER Dissertation Series
PB  CentER, Center for Economic Research
CY  Tilburg
ER 