Modeling computer experiments with functional response

Runze Li, Agus Sudjianto, Zhe Zhang

Research output: Contribution to conferencePaper

Abstract

When conducting computer experiments, engineers frequently encounter functional data for which the response data are defined over an operating cycle, time, or spatial interval. There is little work in the literature to model functional response from computer experiment. In this paper, we propose functional linear model for the mean function in the Gaussian kriging model. We further propose a two-step estimation procedure for the functional linear model using penalized spline approach. The proposed approach is applied to the design of a valvetrain system.

Original languageEnglish (US)
DOIs
StatePublished - Dec 1 2005
Event2005 SAE World Congress - Detroit, MI, United States
Duration: Apr 11 2005Apr 14 2005

Other

Other2005 SAE World Congress
CountryUnited States
CityDetroit, MI
Period4/11/054/14/05

Fingerprint

Computer simulation
Experiments
Splines
Engineers

All Science Journal Classification (ASJC) codes

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

Cite this

Li, R., Sudjianto, A., & Zhang, Z. (2005). Modeling computer experiments with functional response. Paper presented at 2005 SAE World Congress, Detroit, MI, United States. https://doi.org/10.4271/2005-01-1397
Li, Runze ; Sudjianto, Agus ; Zhang, Zhe. / Modeling computer experiments with functional response. Paper presented at 2005 SAE World Congress, Detroit, MI, United States.
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Li, R, Sudjianto, A & Zhang, Z 2005, 'Modeling computer experiments with functional response' Paper presented at 2005 SAE World Congress, Detroit, MI, United States, 4/11/05 - 4/14/05, . https://doi.org/10.4271/2005-01-1397

Modeling computer experiments with functional response. / Li, Runze; Sudjianto, Agus; Zhang, Zhe.

2005. Paper presented at 2005 SAE World Congress, Detroit, MI, United States.

Research output: Contribution to conferencePaper

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AU - Li, Runze

AU - Sudjianto, Agus

AU - Zhang, Zhe

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Li R, Sudjianto A, Zhang Z. Modeling computer experiments with functional response. 2005. Paper presented at 2005 SAE World Congress, Detroit, MI, United States. https://doi.org/10.4271/2005-01-1397