Modeling computer experiments with multiple responses

Zhe Zhang, Runze Li, Agus Sudjianto

Research output: Contribution to conferencePaper

1 Citation (Scopus)

Abstract

This paper is concerned with modeling computer experiments with multiple responses. It has been common that one may collect multiple responses from a physical or computer experiment. However, to our best knowledge, there is little work to model computer experiment with multiple responses. In this paper, we propose a modeling procedure for such computer experiment by using a multivarate kriging model, a natural extension of the ordinary kriging model. We further extend functional ANOVA of single response to multiple response and apply it for analyzing the effect of each design variable. The proposed methodology is demonstrated by an analysis of data collected from a case study concerned with the design of the engine structure to minimize the radiated noise.

Original languageEnglish (US)
DOIs
StatePublished - Dec 1 2007
Event2007 World Congress - Detroit, MI, United States
Duration: Apr 16 2007Apr 19 2007

Other

Other2007 World Congress
CountryUnited States
CityDetroit, MI
Period4/16/074/19/07

Fingerprint

Experiments
Analysis of variance (ANOVA)
Engines

All Science Journal Classification (ASJC) codes

  • Automotive Engineering
  • Safety, Risk, Reliability and Quality
  • Pollution
  • Industrial and Manufacturing Engineering

Cite this

Zhang, Z., Li, R., & Sudjianto, A. (2007). Modeling computer experiments with multiple responses. Paper presented at 2007 World Congress, Detroit, MI, United States. https://doi.org/10.4271/2007-01-1655
Zhang, Zhe ; Li, Runze ; Sudjianto, Agus. / Modeling computer experiments with multiple responses. Paper presented at 2007 World Congress, Detroit, MI, United States.
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Zhang, Z, Li, R & Sudjianto, A 2007, 'Modeling computer experiments with multiple responses' Paper presented at 2007 World Congress, Detroit, MI, United States, 4/16/07 - 4/19/07, . https://doi.org/10.4271/2007-01-1655

Modeling computer experiments with multiple responses. / Zhang, Zhe; Li, Runze; Sudjianto, Agus.

2007. Paper presented at 2007 World Congress, Detroit, MI, United States.

Research output: Contribution to conferencePaper

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Zhang Z, Li R, Sudjianto A. Modeling computer experiments with multiple responses. 2007. Paper presented at 2007 World Congress, Detroit, MI, United States. https://doi.org/10.4271/2007-01-1655