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Title: Space-filling designs for computer experiments: A review

Abstract

Improving the quality of a product/process using a computer simulator is a much less expensive option than the real physical testing. However, simulation using computationally intensive computer models can be time consuming and therefore, directly doing the optimization on the computer simulator can be infeasible. Experimental design and statistical modeling techniques can be used for overcoming this problem. This article reviews experimental designs known as space-filling designs that are suitable for computer simulations. In the review, a special emphasis is given for a recently developed space-filling design called maximum projection design. Furthermore, its advantages are illustrated using a simulation conducted for optimizing a milling process.

Authors:
 [1]
  1. Georgia Inst. of Technology, Atlanta, GA (United States)
Publication Date:
Research Org.:
Georgia Tech Research Corp., Atlanta, GA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR) (SC-21)
OSTI Identifier:
1405184
Report Number(s):
DOE-GT-0010548-9
Journal ID: ISSN 0898-2112; FG02-13ER26159
Grant/Contract Number:  
SC0010548
Resource Type:
Accepted Manuscript
Journal Name:
Quality Engineering
Additional Journal Information:
Journal Volume: 28; Journal Issue: 1; Journal ID: ISSN 0898-2112
Publisher:
American Society for Quality Control
Country of Publication:
United States
Language:
English
Subject:
97 MATHEMATICS AND COMPUTING

Citation Formats

Joseph, V. Roshan. Space-filling designs for computer experiments: A review. United States: N. p., 2016. Web. doi:10.1080/08982112.2015.1100447.
Joseph, V. Roshan. Space-filling designs for computer experiments: A review. United States. doi:10.1080/08982112.2015.1100447.
Joseph, V. Roshan. Fri . "Space-filling designs for computer experiments: A review". United States. doi:10.1080/08982112.2015.1100447. https://www.osti.gov/servlets/purl/1405184.
@article{osti_1405184,
title = {Space-filling designs for computer experiments: A review},
author = {Joseph, V. Roshan},
abstractNote = {Improving the quality of a product/process using a computer simulator is a much less expensive option than the real physical testing. However, simulation using computationally intensive computer models can be time consuming and therefore, directly doing the optimization on the computer simulator can be infeasible. Experimental design and statistical modeling techniques can be used for overcoming this problem. This article reviews experimental designs known as space-filling designs that are suitable for computer simulations. In the review, a special emphasis is given for a recently developed space-filling design called maximum projection design. Furthermore, its advantages are illustrated using a simulation conducted for optimizing a milling process.},
doi = {10.1080/08982112.2015.1100447},
journal = {Quality Engineering},
number = 1,
volume = 28,
place = {United States},
year = {2016},
month = {1}
}

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