Uniform design for computer experiments and its optimal properties

Kai Tai Fang, Runze Li

Research output: Contribution to journalJournal articlepeer-review

27 Citations (Scopus)

Abstract

Computer experiments are very useful for improving vehicle designs. Construction of computer experiments is of crucial importance. There are many space filling designs for computer experiments. The uniformity and low-discrepancy sets have played an important role in the construction of designs for computer experiments. To gain insight into why space-filling designs have good performance in computer experiments, in this paper, we compare several statistical models from different statistical viewpoints. We further demonstrate that the uniform design is an optimal one from several aspects.

Original languageEnglish
Pages (from-to)198-210
Number of pages13
JournalInternational Journal of Materials and Product Technology
Volume25
Issue number1-3
Early online date29 Nov 2005
DOIs
Publication statusPublished - Jan 2006
Externally publishedYes

Scopus Subject Areas

  • Safety, Risk, Reliability and Quality
  • Mechanics of Materials
  • Mechanical Engineering
  • Industrial and Manufacturing Engineering

User-Defined Keywords

  • Computer experiments
  • Robust design
  • Uniform design
  • Uniformity
  • vehicle design
  • space filling designs
  • statistical models
  • simulation
  • experimental design

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