Tackling quantitatively large dimensionality problems

Computer Physics Communications

Volumn 117, Issue 1, 1999, Pages 75-85

  Campolongo, F ^a   Tarantola, S ^a   Saltelli, A ^a  

^a JOINT RESEARCH CENTRE   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; MATHEMATICAL MODELS; PROBLEM SOLVING;

QUANTITATIVE SENSITIVITY MEASURES;

SENSITIVITY ANALYSIS;

EID: 0033098909     PISSN: 00104655     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0010-4655(98)00165-9     Document Type: Article

References (28)

1. R. Rosen. Life Itself. A Comprehensive Inquiry into the Nature. Origin, and Fabrication of Life (Columbia Univ. Press. New York. 1991).
2. R.I. Cukier, C.M. Fortuin. K.E. Shuler, A.G. Pelschek. J.H. Schaibly, Study of (he sensitivity of coupled reaction systems to uncertainties in rate coefficients. I Theory. J. Chem. Phys. 59 (1973) 3873-3878.
3. M.D. Morris. Factorial sampling plans for preliminary computational experiments. Technometrics 33 (1991) 161-174.
4. F. Campolongo, R. Rraddock. The use of graph theory in the sensitivity analysis of the model output: a new screening method. Reliability Eng. & System Safety 64 (1997) 1-12.
5. I.M. Sobol'. Sensitivity estimates for nonlinear mathematical models. Matematicheskoe Modelirovanie 2 (1990) 112-118 [in Russian].
6. A. Saltelli, S. Tarantola. K. Chan. A quantitative, model independent method for global sensitivity analysis of model output, Technometrics 41 (1) (1998) 39-56.
7. F. Campolongo, A. Saltelli. Sensitivity analysis of an environmental model; a worked application of different analysis methods. Reliability Eng. & System Safety 57 (1997) 49-69.
8. R.J. Charlson, S.E. Schwartz, J.M. Hales. R.D. Cess. J.A. Coakley, Jr., J.E. Hansen, D.J. Hofmann, Climate forcing by anthropogenic aerosols. Science 255 (1992) 423-430.
9. R.J. Charlson, J.E. Lovelock. M.O. Andreae. S.O. Warren. Sulfur phytoplankton. atmospheric sulfur, cloud albedo and climate. Nature 326 (1987) 655-661.
10. A, Saltelli. J. Hjorth. Uncertainty and sensitivity analyses of OH-initialed dimethylsulphide (DMS) oxidation kinetics. J. Atmos. Chem. 21 (1995) 187-221.
11. J.M. Remedio. A. Saltelli. J. Hjorth. J. Wilson. KIM. A chemical kinetic model of the OH-initiated oxidation of DMS in air: a Monte Carlo analysis of the latitude effect. EUR Report (1994) EN.
12. S. Koga, H. Tanaka, Numerical study of the oxidation process of dimethylsulfide in the marine atmosphere, J. Atmos. Chem. 17 (1993) 201-228.
13. F. Campolongo, A. Saltelli, N.R. Jensen, J. Wilson. J. Hjorth. The role of multiphase chemistry in the oxidation of dimethylsulphide (DMS). A latitude dependent analysis. J. Atmos. Chem. (1998), in press.
14. G.P. Ayers, J.M. Cainey, H. Granek. C. Leek. Dimethylsulfide oxidation and the ratio of methanesulfonate to non-sea-salt sulfate in the marine aerosol. J. Atmos. Chem 25 (1996) 307-325.
15. E.S. Saltzman, D.L. Savoie. J.M. Prospero. R.G. Zika. Methane sulfonic acid and non-sea-sall sulfate in Pacific air: Regional and seasonal variations. J. Atmos. Chem. 4 (1996) 227-240.
16. D.L. Savoie, J.M. Prospero. Comparison of oceanic and continental sources of non-sea-sall sulphate over the Pacific Ocean. Nature 339 (1989) 685-689.
17. T.S. Bates, J.A. Calhoun. P.K. Quinn, Variations in the methanesulfonate to sulfate molar ratio in submicrometer marine areosol particles over the South Pacific Ocean. J. Geophys. Res. 97 (1992) 9859-9865.
18. N.R. Draper, H. Smith. Applied Regression Analysis (Wiley. New York. 1981).
19. A. Ray, I. Vassalli, G. Laverdet. G. LeBras. Kinetics of the thermal decomposition of the CH3SO2 radical and its, reaction with NO2 at 1 Torr and 298K, J. Phys. Chem. 100 (1996) 8895-8900.
20. A. Mellouki, J.L. Jourdain. G. LeBras, Discharge flow study of the reaction mechanism using as the source. Chem. Phys. Lett. 2 (1988) 231-236.
21. R.I. Cukier, J.H. Schaibly. K.E. Shuler, Study of the sensitivity of coupled reaction systems to uncertainties in rate coefficients. III. Analysis of the approximations. J. Chem. Phys. 63 (1975) 1140-1149.
22. J.K. Schaibly, K.E. Schuler, Study of the sensitivity of coupled reaction systems to uncertainties in rate coefficients. Part II. Applications. J. Chem. Phys. 59 (1973) 3879-3888.
23. R.I. Cukier, H.B. Levine. K.E. Shuler, Nonlinear sensitivity analysis of multiparameter model systems. J. Comput. Phys. 26 (1978) 1-42.
24. G.E.P. Box, W.G. Hunter, J.S. Hunter. Statistics for Experimenters. An Introduction to Design. Data Analysis and Model Building (Wiley. New York. 1978).
25. H. Weyl, Mean motion. Am. J. Math. 60 (1938) 889-896.
26. S. Tarantola, Analysing the efficiency of quantitative measures of importance: The improved FAST. Proc. SAMO 98: Second International Symposium on Sensitivity Analysis of Model Output, Venice. April 19-22 1998.
27. EUR Report 17758 EN (1998).
28. T. Homma, A. Saltelli, Importance measures in global sensitivity analysis of model output. Reliability Eng. & System Safety 52 (1996) 1-17.