A review on design, modeling and applications of computer experiments

VCP Chen, KL Tsui, RR Barton, M Meckesheimer - IIE transactions, 2006 - Taylor & Francis
In this paper, we provide a review of statistical methods that are useful in conducting
computer experiments. Our focus is on the task of metamodeling, which is driven by the goal …

Orthogonal array-based Latin hypercubes

B Tang - Journal of the American statistical association, 1993 - Taylor & Francis
In this article, we use orthogonal arrays (OA's) to construct Latin hypercubes. Besides
preserving the univariate stratification properties of Latin hypercubes, these strength r OA …

Taguchi's parameter design: a panel discussion

VN Nair, B Abraham, J MacKay, G Box, RN Kacker… - …, 1992 - Taylor & Francis
It is more than a decade since Genichi Taguchi's ideas on quality improvement were
inrroduced in the United States. His parameter-design approach for reducing variation in …

[图书][B] Computational approaches for aerospace design: the pursuit of excellence

A Keane, P Nair - 2005 - books.google.com
Over the last fifty years, the ability to carry out analysis as a precursor to decision making in
engineering design has increased dramatically. In particular, the advent of modern …

Ch. 7. A review of design and modeling in computer experiments

VCP Chen, KL Tsui, RR Barton, JK Allen - Handbook of statistics, 2003 - Elsevier
In this chapter, we provide a review of statistical methods that are useful in conducting
computer experiments. Our focus is primarily on the task of metamodeling, which is driven by …

Efficient sampling technique for optimization under uncertainty

UM Diwekar, JR Kalagnanam - AIChE Journal, 1997 - Wiley Online Library
The concept of robust design involves identification of design settings that make the product
performance less sensitive to the effects of seasonal and environmental variations. This …

Using approximations to accelerate engineering design optimization

V Torczon, M Trosset - 7th AIAA/USAF/NASA/ISSMO Symposium on …, 1998 - arc.aiaa.org
Optimization problems that arise in engineering design are often characterized by several
features that hinder the use of standard nonlinear optimization techniques. Foremost among …

Constrained maximin designs for computer experiments

E Stinstra, D den Hertog, P Stehouwer, A Vestjens - Technometrics, 2003 - Taylor & Francis
Finding a design scheme for expensive computer experiments in arbitrary design regions is
often a difficult task. A well-known criterion that is often used for computer experiments is the …

Metamodeling approach to optimization of steady-state flowsheet simulations: Model generation

K Palmer, M Realff - Chemical Engineering Research and Design, 2002 - Elsevier
Steady-state flowsheet simulations can be too complex to be amenable to direct
optimization. An indirect route involves data collection from the simulation and fitting of less …

Parameter optimization of the sheet metal forming process using an iterative parallel Kriging algorithm

J Jakumeit, M Herdy, M Nitsche - Structural and Multidisciplinary …, 2005 - Springer
Different numerical optimization strategies were used to find an optimized parameter setting
for the sheet metal forming process. A parameterization of a time-dependent blank-holder …