Modeling Computer Experiments with Multiple Responses

Document Number: 2007-01-1655

Date Published: April 2007

Author(s):
Zhe Zhang - Bank of America
Runze Li - Pennsylvania State Univ.
Agus Sudjianto - Bank of America

Abstract:
This paper is concerned with modelling 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 modelling procedure for such computer experiment by using a multivariate kriging model, a natural extension of the ordinary kriging model. We further extend functional ANOVA of single response to multiple responses 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.

File Size: 615K
Product Status: In Stock

Included in: V116-6

See other papers presented at SAE World Congress & Exhibition, April 2007, Detroit, MI, USA, Session: Reliability and Robust Design in Automotive Engineering (Part 13 of 14) - Design of Experiments (DOE)

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