This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
Modeling Computer Experiments with Multiple Responses
Technical Paper
2007-01-1655
ISSN: 0148-7191, e-ISSN: 2688-3627
Annotation ability available
Sector:
Language:
English
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.
Recommended Content
Authors
Topic
Citation
Zhang, Z., Li, R., and Sudjianto, A., "Modeling Computer Experiments with Multiple Responses," SAE Technical Paper 2007-01-1655, 2007, https://doi.org/10.4271/2007-01-1655.Also In
Reliability and Robust Design in Automotive Engineering, 2007
Number: SP-2119; Published: 2007-04-16
Number: SP-2119; Published: 2007-04-16
SAE 2007 Transactions Journal of Passenger Cars: Mechanical Systems
Number: V116-6; Published: 2008-08-15
Number: V116-6; Published: 2008-08-15
References
- Fang K.-T. Li R. Sudjianto A. 2005 Design and Modeling for Computer Experiments Chapman and Hall/CRC Boca Raton FL
- GĂ©rard F. Tournour M. El Masri N. Cremers L. Felice M. Selmane A. 2001 Numerical modeling of engine noise radiation through the use of acoustic transfer vectors - a case study
- Muirhead R. J. 1982 Aspects of Multivariate Statistical Theory Wiley New York
- Sobol' I. 1993 Sensitivity analysis for nonlinear mathematical models Mathematical Modeling and Computational Experiment 1 407 414
- Sobol' I. 2001 Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates Math. and Comp. in Simulation 55 271 280
- Sobol' I. 2003 Theorems and examples on high dimensional model representation. Reliability Engineering & System Safety 79 187 193