On sequential sampling for global metamodeling in engineering design

Rulchen Jin, Wei Chen*, Agus Sudjianto

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Scopus citations

Abstract

Approximation models (also known as metamodels) have been widely used in engineering design to facilitate analysis and optimization of complex systems that involve computationally expensive simulation programs. The accuracy of metamodels is directly related to the sampling strategies used. Our goal in this paper is to investigate the general applicability of sequential sampling for creating global metamodels. Various sequential sampling approaches are reviewed and new approaches are proposed. The performances of these approaches are investigated against that of the one-stage approach using a set of test problems with a variety of features. The potential usages of sequential sampling strategies are also discussed.

Original languageEnglish (US)
Title of host publicationProceedings of the ASME Design Engineering Technical Conference
PublisherAmerican Society of Mechanical Engineers
Pages539-548
Number of pages10
ISBN (Electronic)0791836223
DOIs
StatePublished - 2002
Externally publishedYes
Event28th Design Automation Conference - Montreal, Que., Canada
Duration: Sep 29 2002Oct 2 2002

Publication series

NameProceedings of the ASME Design Engineering Technical Conference
Volume2

Other

Other28th Design Automation Conference
CountryCanada
CityMontreal, Que.
Period9/29/0210/2/02

ASJC Scopus subject areas

  • Modeling and Simulation
  • Mechanical Engineering
  • Computer Science Applications
  • Computer Graphics and Computer-Aided Design

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  • Cite this

    Jin, R., Chen, W., & Sudjianto, A. (2002). On sequential sampling for global metamodeling in engineering design. In Proceedings of the ASME Design Engineering Technical Conference (pp. 539-548). (Proceedings of the ASME Design Engineering Technical Conference; Vol. 2). American Society of Mechanical Engineers. https://doi.org/10.1115/detc2002/dac-34092