scholarly journals Design of computer experiments: space filling and beyond

2011 ◽  
Vol 22 (3) ◽  
pp. 681-701 ◽  
Author(s):  
Luc Pronzato ◽  
Werner G. Müller
2011 ◽  
Vol 148-149 ◽  
pp. 496-504
Author(s):  
Hong Wu ◽  
Wei Ping Wang ◽  
Feng Yang

Computer experiments are widely used for the design and development of products. Therefore, a new method for constructing optimal experimental design(SOEDM) is developed in this paper. There are two major developments involved in this work. One is on developing a multi- objective optimal criterion by combining correlation and space-filling criteria. The other is on developing an efficient global optimal search algorithm, named as improved enhanced stochastic evolutionary (IESE) algorithm. Several examples are presented to show: the optimal designs are good in terms of both the correlation and distance criteria, the new method can be used in other experimental designs besides Latin hypercube design the number of levels of each factor is equal to the number of the experimental schemes, and the new algorithm is fast.


Author(s):  
Xinwei Deng ◽  
Ying Hung ◽  
C. Devon Lin

Computer experiments refer to the study of complex systems using mathematical models and computer simulations. The use of computer experiments becomes popular for studying complex systems in science and engineering. The design and analysis of computer experiments have received broad attention in the past decades. In this chapter, we present several widely used statistical approaches for design and analysis of computer experiments, including space-filling designs and Gaussian process modeling. A special emphasis is given to recently developed design and modeling techniques for computer experiments with quantitative and qualitative factors.


Technometrics ◽  
2016 ◽  
Vol 58 (1) ◽  
pp. 30-42 ◽  
Author(s):  
Marjorie Jala ◽  
Céline Levy-Leduc ◽  
Éric Moulines ◽  
Emmanuelle Conil ◽  
Joe Wiart

2012 ◽  
Vol 29 (3) ◽  
pp. 329-343
Author(s):  
Diego A. Acosta ◽  
David Restrepo ◽  
Sebastián Durango ◽  
Oscar E. Ruiz

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