Case studies in Gaussian process modelling of computer codes

Reliability Engineering and System Safety

Volumn 91, Issue 10-11, 2006, Pages 1301-1309

  Kennedy, Marc C ^a   Anderson, Clive W ^a   Conti, Stefano ^a   O'Hagan, Anthony ^a  

^a UNIVERSITY OF SHEFFIELD   (United Kingdom)

Author keywords

Bayesian emulator; Carbon budget; Sensitivity analysis; Uncertainty analysis; Vegetation model

Indexed keywords

CARBON; MATHEMATICAL MODELS; SENSITIVITY ANALYSIS; SIGNAL FILTERING AND PREDICTION; UNCERTAIN SYSTEMS;

BAYESIAN EMULATOR; CARBON BUDGET; GAUSSIAN PROCESS MODEL; UK;

CODES (SYMBOLS);

EID: 33745727535     PISSN: 09518320     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ress.2005.11.028     Document Type: Article

References (11)

1. Saltelli A, Chan K, Scott EM, editors. Sensitivity analysis. Wiley series in probability and statistics. Chichester: Wiley; 2000.
2. O'Hagan A. Bayesian analysis of computer code outputs: a tutorial. Reliab Eng Syst Saf, in press, doi:10.1016/j.ress.2005.11.025.
3. Kennedy M.C., and O'Hagan A. Bayesian calibration of computer models. J R Stat Soc Ser B Stat Methodol 63 3 (2001) 425-464
4. Bayarri MJ, Berger JO, Higdon D, Kennedy MC, Kottas A, Paulo R, Sacks J, Cafeo JA, Cavendish J, Lin CH, Tu J. A framework for validation of computer models. In: Pace D, Stevenson S, editors. Foundations for verifications and validation in the 21st century, 2002.
5. Higdon D, Kennedy MC, Cavendish JC, Cafeo JA, Ryne RD. Combining field data and computer simulations for calibration and prediction. SIAM J Sci Comp, 2004; 26:448-66.
6. Oakley J.E., and O'Hagan A. Probabilistic sensitivity analysis of complex models: a Bayesian approach. J Roy Stat Soc Ser B 66 (2004) 751-769
7. 2. J Climate 14 12 (2001) 2551-2562
8. Saltelli A., Tarantola S., and Campolongo F. Sensitivity analysis as an ingredient of modeling. Stat Sci 15 4 (2000) 377-395
9. Woodward F.I., and Lomas M.R. Vegetation dynamics-simulating responses to climatic change. Biol Rev 79 (2004) 643-670
10. Williams M., Rastetter E.B., Fernandes D.N., Goulden M.L., Wofsy S.C., Shaver G.R., Melillo J.M., Munger J.W., Fan S.M., and Nadelhoffer K.J. Modelling the soil-plant-atmosphere continuum in a Quercus-Acer stand at Harvard Forest: the regulation of stomatal conductance by light, nitrogen and soil/plant hydraulic properties. Plant Cell Environ 19 (1996) 911-927
11. Williams M., Rastetter E.B., Shaver G.R., Hobbie J.E., Carpino E., and Kwiatkowski B.L. Primary production of an arctic watershed: an uncertainty analysis. Ecol Appl 11 6 (2001) 1800-1816