ON SEQUENTIAL SAMPLING for GLOBAL METAMODELING in ENGINEERING DESIGN

Rulchen Jin; Wei Chen; Agus Sudjianto

doi:10.1115/DETC2002/DAC34092

ON SEQUENTIAL SAMPLING for GLOBAL METAMODELING in ENGINEERING DESIGN

Rulchen Jin, Wei Chen^*, Agus Sudjianto

^*Corresponding author for this work

Mechanical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

247 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 onestage approach using a set of test problems with a variety of features. The potential usages of sequential sampling strategies are also discussed.

Original language	English (US)
Title of host publication	Proceedings of the ASME Design Engineering Technical Conference
Publisher	American Society of Mechanical Engineers (ASME)
Pages	539-548
Number of pages	10
ISBN (Electronic)	0791836223
DOIs	https://doi.org/10.1115/DETC2002/DAC34092
State	Published - 2002
Event	ASME 2002 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2002 - Montreal, Canada Duration: Sep 29 2002 → Oct 2 2002

Publication series

Name	Proceedings of the ASME Design Engineering Technical Conference
Volume	2

Conference

Conference	ASME 2002 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2002
Country/Territory	Canada
City	Montreal
Period	9/29/02 → 10/2/02

Funding

The supports from the National Science Foundation grants DMI-9896300 and CMS-0084477 are gratefully acknowledged. A part of the research investigations was conducted during the summer interns of the principal author, supported by the Ford Motor Company.

ASJC Scopus subject areas

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

Access to Document

10.1115/DETC2002/DAC34092

Cite this

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title = "ON SEQUENTIAL SAMPLING for GLOBAL METAMODELING in ENGINEERING DESIGN",

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 onestage approach using a set of test problems with a variety of features. The potential usages of sequential sampling strategies are also discussed.",

author = "Rulchen Jin and Wei Chen and Agus Sudjianto",

note = "Publisher Copyright: Copyright {\textcopyright} 2002 by ASME.; ASME 2002 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2002 ; Conference date: 29-09-2002 Through 02-10-2002",

year = "2002",

doi = "10.1115/DETC2002/DAC34092",

language = "English (US)",

series = "Proceedings of the ASME Design Engineering Technical Conference",

publisher = "American Society of Mechanical Engineers (ASME)",

pages = "539--548",

booktitle = "Proceedings of the ASME Design Engineering Technical Conference",

}

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. Proceedings of the ASME Design Engineering Technical Conference, vol. 2, American Society of Mechanical Engineers (ASME), pp. 539-548, ASME 2002 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2002, Montreal, Canada, 9/29/02. https://doi.org/10.1115/DETC2002/DAC34092

ON SEQUENTIAL SAMPLING for GLOBAL METAMODELING in ENGINEERING DESIGN. / Jin, Rulchen; Chen, Wei; Sudjianto, Agus.
Proceedings of the ASME Design Engineering Technical Conference. American Society of Mechanical Engineers (ASME), 2002. p. 539-548 (Proceedings of the ASME Design Engineering Technical Conference; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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N2 - 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 onestage approach using a set of test problems with a variety of features. The potential usages of sequential sampling strategies are also discussed.

AB - 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 onestage approach using a set of test problems with a variety of features. The potential usages of sequential sampling strategies are also discussed.

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BT - Proceedings of the ASME Design Engineering Technical Conference

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ON SEQUENTIAL SAMPLING for GLOBAL METAMODELING in ENGINEERING DESIGN

Abstract

Publication series

Conference

Funding

ASJC Scopus subject areas

Access to Document

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