Modeling computer experiments with functional response

Runze Li, Agus Sudjianto, Zhe Zhang

Research output: Contribution to conferencePaperpeer-review

2 Scopus citations


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


Other2005 SAE World Congress
Country/TerritoryUnited States
CityDetroit, MI

All Science Journal Classification (ASJC) codes

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


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