Modeling the response of a transient thermal system using Gaussian processes

American Society of Mechanical Engineers, Heat Transfer Division, (Publication) HTD

Volumn 376 HTD, Issue 2, 2005, Pages 633-641

  Emery, A F ^a   Bardot, D ^a  

^a University of Washington   (United States)

Author keywords

Gaussian Processes; Global Sensitivity; Parameter Estimation; Sensitivity; Uncertainty; Variability

Indexed keywords

GAUSSIAN PROCESSES; GLOBAL SENSITIVITY; SENSITIVITY; UNCERTAINTY; VARIABILITY;

MATHEMATICAL MODELS; MONTE CARLO METHODS; PARAMETER ESTIMATION; THERMAL EFFECTS;

LARGE SCALE SYSTEMS;

EID: 33645662385     PISSN: 02725673     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/IMECE2005-82029     Document Type: Conference Paper

References (6)

1. Emery, A. F., and Bardot, D., 2005 "The Determination of the Sensitivity of Heat Transfer Systems using Global Sensitivity and Gaussian Processes," to be presented at the 2005 Summer Heat Transfer Conference, San Francisco, CA.
2. Saltelli, A., Tarantola, S., Campolongo,F. and Ratto, M., 2004, Sensitivity Analysis in Practice, J. Wiley and Sons, N.Y., NY
3. O'Hagan, A. and Forster, J., 2004, Kendall's Advanced Theory of Statistics, Bayesian Inference, Vol. 2B
4. Bolstad, W.M., 2004, Introduction to Bayesian Statistics, J. Wiley and Sons, N.Y., NY
5. O'Hagan, A., 1978, "Curve Fitting and Optimal Design for Prediction," J. Royal Statistical Soc. B, Vol. 40, pp 1-42
6. Haylock, R. G. and O'Hagan, A., 1996, "On Inference for Outputs of Computationally Expensive Algorithms with Uncertainty on The Inputs," Bayesian Statistics 5, Oxford University Press, pp. 629-637