Confidence, uncertainty and decision-support relevance in climate predictions

Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

Volumn 365, Issue 1857, 2007, Pages 2145-2161

  Stainforth, D A ^a,b   Allen, M R ^a   Tredger, E R ^b   Smith, L A ^b  

^a UNIVERSITY OF OXFORD   (United Kingdom)

^b LONDON SCHOOL OF ECONOMICS   (United Kingdom)

Author keywords

Climate change; Model inadequacy; Predictions; Probability; Uncertainty

Indexed keywords

EID: 34547165887     PISSN: 1364503X     EISSN: None     Source Type: Journal    
DOI: 10.1098/rsta.2007.2074     Document Type: Article

References (47)

1. Allen, M. R. & Stainforth, D. A. 2002 Towards objective probabilistic climate forecasting. Nature 419, 228. (doi:10.1038/nature01092a)
2. Allen, M. R., Frame, D., Kettleborough, J. & Stainforth, D. A. 2006 Model error in weather and climate forecasting. In Predictability of weather and climate (eds T. Palmer & R. Hagedorn), ch. 15, pp. 391-427. Cambridge, UK: Cambridge University Press.
3. Andreae, M. O., Jones, C. D. & Cox, P. M. 2005 Strong present-day aerosol cooling implies a hot future. Nature 435, 1187-1190. (doi:10.1038/nature03671)
4. Bevan, K. 2002 Towards a coherent philosophy for modelling the environment. Proc. R. Soc. A 458, 2465-2484. (doi:10.1098/rspa. 2002.0986)
5. Brocker, J. & Smith, L. A. In press. Increasing the reliability of reliability diagrams. Weather Forecast.
6. Chatfield, C. 2002 Confessions of a pragmatic statistician. R. Stat. Soc. Ser. D - Stat. 51, 1-20. (doi:10.1111/1467-9884.00294)
7. Chatfield, C. 2003 The analysis of time series: an introduction, 6th edn. Boca Raton, FL: Chapman and Hall/CRC.
8. Covey, C., AchutaRao, K., Lambert, S. J. & Taylor, K. E. 2000 Intercomparison of present and future climates simulated by coupled ocean-atmosphere GCMs. Technical report 66 - Program for climate model diagnosis and intercomparison. Livermore, CA: Lawrence Livermore Laboratory.
9. Cubasch, U. 2001 Climate change 2001. In The science of climate change (ed. J. T. Houghton), ch. 9, pp. 527-582. Cambridge, UK: Cambridge University Press.
10. Cullen, M. J. P. 1993 The unified forecast climate model. Meteorol. Mag. 122, 81-94.
11. Frame, D. J. 2005 Constraining climate forecasts: the role of prior assumptions. Geophys. Res. Lett. 32, L09702. (doi:10.1029/ 2004GL022241)
12. Giorgi, F. & Mearns, L. O. 2002 Calculation of average, uncertainty range and reliability of regional climate changes from AOGCM simulations via the 'reliability ensemble averaging' (REA) method. J. Clim. 15, 1141-1158. (doi:10.1175/1520-0442(2002)015<1141:COAURA>2.0.CO;2)
13. Grimm, A. M., Sahai, A. K. & Ropelewski, C. F. 2006 Interdecadal variations in AGCM simulation skills. J. Clim. 19, 3406-3419. (doi:10.1175/JCLI3803.1)
14. Hayhoe, H., Frumhoff, P., Schneider, S., Luers, A. & Field, C. 2006 Regional assessment of climate impacts on California under alternative emissions pathways - key findings and implications for stabilisation. In Avoiding dangerous climate change, ch. 24. Cambridge, UK: Cambridge University Press.
15. Kemp, M. 2005 Science in culture: inventing an icon. Nature 437, 1238. (doi:10.1038/4371238a)
16. Kennedy, M. C. & O'Hagan, A. 2001 Bayesian calibration of computer models. J. R. Stat. Soc. Ser. B - Stat. Methodol. 63, 425-450. (doi:10.1111/1467-9868.00294)
17. Knutti, R., Meehl, G., Allen, M. R. & Stainforth, D. A. 2006 Constraining climate sensitivity from the seasonal cycle in surface temperature. J. Clim. 19, 4224-4233. (doi:10.1175/JCLI3865.1)
18. Lopez, A., Tebaldi, C., New, M., Stainforth, D., Allen, M. & Kettleborough, J. 2006 Two approaches to quantifying uncertainty in global temperature changes under different forcing scenarios. J. Clim. 19, 4785-4796. (doi:10.1175/JCLI3895.1)
19. McAvaney, B. J. 2001 Climate change 2001. In The science of climate change (ed. J. T. Houghton), ch. 8, pp. 471-524. Cambridge, UK: Cambridge University Press.
20. Meehl, G. A., Covey, C., Delworth, T., Latif, M., McAvaney, B., Mitchell, J. F. B., Stouffer, R. J. & Taylor, K. E. Submitted. The global coupled climate multi-model dataset: a new era in climate change research.
21. Muller, B. 2002 Equity in global climate change: the great divide. Publication EV31. Oxford, UK: Oxford Institute for Energy Studies
22. Murphy, J. M. et al. 2004 Quantifying uncertainties in climate change from a large ensemble of general circulation model predictions. Nature 430, 768-772. (doi:10.1038/nature02771)
23. O'Hagan, A. & Oakley, J. E. 2004 Probability is perfect, but we can't elicit it perfectly. Rel. Eng. Syst. Safety 85, 239-248. (doi:10.1016/j.ress.2004.03.014)
24. Oreskes, N., Shrader-Frechette, K. & Belitz, K. 1994 Verification, validation, and confirmation of numerical models in the earth sciences. Science 263, 641-646. (doi:10.1126/science.263.5147.641)
25. Palmer. T. 2000 Predicting uncertainty in forecasts of weather and climate. Rep. Prog. Phys. 63, 71-116. (doi:10.1088/0034-4885/63/2/ 201)
26. Piani, C., Frame, D. J., Stainforth, D. A. & Allen, M. R. 2005 Constraints on climate change from a multi-thousand member ensemble of simulations. Geophys. Res. Lett. 32, L23825. (doi:10. 1029/2005GL024452)
27. Rougier, J. et al. Submitted. Emulating the sensitivity of the HadSM3 climate model using ensembles from different but related climate models.
28. Russell, B. 1946 The problems of philosophy, p. 63, 2nd edn. Oxford, UK: Oxford University Press.
29. Smith, L. A. 2000 Disentangling uncertainty and error: on the predictability of nonlinear systems. In Nonlinear dynamics and statistics (ed. A. I. Mees), pp. 31-64. Boston, MA: Birkhauser.
30. Smith, L. A. 2002 What might we learn from climate forecasts? Proc. Natl Acad. Sci. USA 99, 2487-2492. (doi:10.1073/pnas.012580599)
31. Smith, L. A. 2006 Predictability past predictability present. In Predictability of weather and climate (eds T. Palmer & R. Hagedorn), ch. 9, pp. 217-250. Cambridge, UK: Cambridge University Press.
32. Spiegel, E. A. 1987 Chaos - a mixed metaphor for turbulence. Proc. R. Soc. A 413, 87-95. (doi:10. 1098/rspa.1987.0102)
33. Stainforth, D. A., Allen, M. R., Frame, D., Kottleborough, J., Christenseri, C., Aina, T. & Collins, M. 2004 Climateprediction.net: a global community for research in climate physics. In Environmental online communication (ed. A. Scharl), pp. 101-112. London, UK: Springer.
34. Stainforth, D. A. et al. 2005 Uncertainty in predictions of the climate response to rising levels of greenhouse gases. Nature 433, 403-406. (doi:10.1038/nature03301)
35. Stainforth, D. A., Downing, T. E., Washington, R., Lopez, A. & New, M. 2007 Issues in the interpretation of climate model ensembles to inform decisions. Phil. Trans. R. Soc. A 365, 2163-2177. (doi:10.1098/rsta.2007.2073)
36. Stern, N. 2006 Stern review on the economics of climate change. HM Treasury.
37. Stott, P. A. & Kettleborough, J. A. 2002 Origins and estimates of uncertainty in predictions of twenty-first century temperature rise. Nature 416, 723-726. (doi:10.1038/416723a)
38. Stott, P. A. et al. 2001 Attribution of twentieth century temperature change to natural and anthropogenic causes. Clim. Dyn. 17, 1-21. (doi:10.1007/PL00007924)
39. Stott, P. A., Kettleborough, J. A. & Allen, M. R. 2006 Uncertainty in continental-scale temperature predictions. Geophys. Res. Lett. 33, L02708. (doi:10.1029/2005GL024423)
40. Button, R. T. & Hodson, D. L. R. 2005 Atlantic Ocean forcing of North American and European summer climate. Science 309, 115-118. (doi:10.1126/science.1109496)
41. Tebaldi, C., Smith, R. L., Nychka, D. & Mearns, L. O. 2005 Quantifying uncertainty in projections of regional climate change: a Bayesian approach to the analysis of multimodel ensembles. J. Clim. 18, 1524-1540. (doi:10.1175/JCLI3363.1)
42. Trenberth, K. E., Dai, A., Rasmussen, R. M. & Parsons, D. B. 2003 The changing character of precipitation. Bull. Am. Meteorol. Soc. 84, 1205-1217. (doi:10.1175/BAMS-84-9-1205)
43. UKCIP02 2002 UK climate impacts programme scenarios. See http://www.ukcip.org.uk/scenarios/.
44. UKCIP08 2006 Expressed preferences for the next package of UK climate change information.
45. UKCIP report. See http://www.ukcip.org.uk/scenarios/ukcip08/documents/ User_Consultation_ report_v5.pdf.
46. Walter, K. M., Zimov, S. A., Chanton, J. P., Verbyla, D. & Chapin III, F. S. 2006 Methane bubbling from Siberian thaw lakes as a positive feedback to climate warming. Nature 443, 71-75. (doi:10.1038/nature05040)
47. Williams, K. D., Senior, C. A. & Mitchell, J. F. B. 2001 Transient climate change in the Hadley centre models: the role of physical processes. J. Clim. 14, 2659-2674. (doi:10.1175/1520-0442(2001)014 <2659:TCCITH>2.0.CO;2)