JSM 2005 - Toronto

Abstract #303947

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Legend: = Applied Session, = Theme Session, = Presenter
Activity Number: 452
Type: Contributed
Date/Time: Wednesday, August 10, 2005 : 2:00 PM to 3:50 PM
Sponsor: IMS
Abstract - #303947
Title: Modeling Computer Experiments with Functional Response
Author(s): Zhe Zhang*+
Companies: The Pennsylvania State University
Address: 325 Thomas Building, University Park, PA, 16802, United States
Keywords: computer experiment ; functional analysis
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 experiments. In this paper, we propose the 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.

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Revised March 2005