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On the credibility of climate predictions
Koutsoyiannis, D., A. Efstratiadis, N. Mamassis, and A. Christofides, On the credibility of climate predictions, Hydrological Sciences Journal, 53 (4), 671–684, 2008.
[doc_id=864]
[English]
Geographically distributed predictions of future climate, obtained through climate models, are widely used in hydrology and many other disciplines, typically without assessing their reliability. Here we compare the output of various models to temperature and precipitation observations from eight stations with long (over 100 years) records from around the globe. The results show that models perform poorly, even at a climatic (30-year) scale. Thus local model projections cannot be credible, whereas a common argument that models can perform better at larger spatial scales is unsupported.
See also:
http://dx.doi.org/10.1623/hysj.53.4.671
Related works:
- [doc_id=850]
Assessment of the reliability of climate predictions based on comparisons with historical time series (predecessor presentation)
- [doc_id=978]
A comparison of local and aggregated climate model outputs with observed data (follow up study)
Our works referenced by this work:
| 1. |
Koutsoyiannis, D., The Hurst phenomenon and fractional Gaussian noise made easy, Hydrological Sciences Journal, 47 (4), 573–595, 2002. |
| 2. |
Koutsoyiannis, D., Climate change, the Hurst phenomenon, and hydrological statistics, Hydrological Sciences Journal, 48 (1), 3–24, 2003. |
| 3. |
Koutsoyiannis, D., Uncertainty, entropy, scaling and hydrological stochastics, 2, Time dependence of hydrological processes and time scaling, Hydrological Sciences Journal, 50 (3), 405–426, 2005. |
| 4. |
Koutsoyiannis, D., A toy model of climatic variability with scaling behaviour, Journal of Hydrology, 322, 25–48, 2006. |
| 5. |
Koutsoyiannis, D., Nonstationarity versus scaling in hydrology, Journal of Hydrology, 324, 239–254, 2006. |
| 6. |
Koutsoyiannis, D., A. Efstratiadis, and K. Georgakakos, Uncertainty assessment of future hydroclimatic predictions: A comparison of probabilistic and scenario-based approaches, Journal of Hydrometeorology, 8 (3), 261–281, 2007. |
| 7. |
Koutsoyiannis, D., and A. Montanari, Statistical analysis of hydroclimatic time series: Uncertainty and insights, Water Resources Research, 43 (5), W05429, doi:10.1029/2006WR005592, 2007. |
| 8. |
Koutsoyiannis, D., and T.A. Cohn, The Hurst phenomenon and climate (solicited), European Geosciences Union General Assembly 2008, Geophysical Research Abstracts, Vol. 10, Vienna, 11804, European Geosciences Union, 2008. |
| 9. |
Koutsoyiannis, D., N. Mamassis, A. Christofides, A. Efstratiadis, and S.M. Papalexiou, Assessment of the reliability of climate predictions based on comparisons with historical time series, European Geosciences Union General Assembly 2008, Geophysical Research Abstracts, Vol. 10, Vienna, 09074, European Geosciences Union, 2008. |
Our works that reference this work:
| 1. |
Koutsoyiannis, D., C. Makropoulos, A. Langousis, S. Baki, A. Efstratiadis, A. Christofides, G. Karavokiros, and N. Mamassis, Climate, hydrology, energy, water: recognizing uncertainty and seeking sustainability, Hydrology and Earth System Sciences, 13, 247–257, 2009. |
| 2. |
Koutsoyiannis, D., A. Montanari, H. F. Lins, and T.A. Cohn, Climate, hydrology and freshwater: towards an interactive incorporation of hydrological experience into climate research—DISCUSSION of “The implications of projected climate change for freshwater resources and their management”, Hydrological Sciences Journal, 54 (2), 394–405, 2009. |
| 3. |
Anagnostopoulos, G. G., D. Koutsoyiannis, A. Christofides, A. Efstratiadis, and N. Mamassis, A comparison of local and aggregated climate model outputs with observed data, Hydrological Sciences Journal, 55 (7), 1094–1110, 2010. |
| 4. |
Koutsoyiannis, D., and A. Langousis, Precipitation, Treatise on Water Science, edited by P. Wilderer and S. Uhlenbrook, 2, 27–78, Academic Press, Oxford, 2011. |
| 5. |
Koutsoyiannis, D., Hurst-Kolmogorov dynamics and uncertainty, Journal of the American Water Resources Association, 47 (3), 481–495, 2011. |
Other works that reference this work:
|
1.
|
Carter, R. M., Knock, knock: Where is the evidence for dangerous human-caused global warming?, Economic Analysis & Policy, 38(2), 177-202, 2008. |
|
2.
|
#Crockford, S., Some things we know — and don’t know —about polar bears, Report, Science and Public Policy Institute, 2008. |
|
3.
|
#Green, K. C., J. S. Armstrong and W. Soon, Benchmark forecasts for climate change, Munich Personal RePEc Archive, 2008. |
|
4.
|
#Drinkwater, K., M. Skogen, S. Hjøllo, C. Schrum, I. Alekseeva, M. Huret and F. Léger, The effects of future climate change on the physical oceanography and comparisons of the mean and variability of the future physical properties with present day conditions, Report, RECLAIM EU/FP6 project (REsolving CLimAtic IMpacts on fish stocks), WP4 Future oceanographic changes, 28 pp., 2008. |
|
5.
|
Halley, J. M., Using models with long-term persistence to interpret the rapid increase of earth’s temperature, Physica A: Statistical Mechanics and its Applications, 388(12), 2492-2502, 2009. |
|
6.
|
Kundzewicz, Z. W., L. J. Mata, N. W. Arnell, P. Döll, B. Jimenez, K. Miller, T. Oki and Z. Şen, Water and climate projections—Reply to discussion “Climate, hydrology and freshwater: towards an interactive incorporation of hydrological experience into climate research”, Hydrological Sciences Journal, 54(2), 406-415, 2009. |
|
7.
|
Hollowed, A. B., N. A. Bond, T. K. Wilderbuer, W. T. Stockhausen, Z. T. Amar, R. J. Beamish, J. E. Overland, and M. J. Schirripa, A framework for modelling fish and shellfish responses to future climate change, ICES Journal Of Marine Science, 66(7), 1584-1594, 2009. |
|
8.
|
MacDonald, A. M., R. C. Calow, D. M. J. MacDonald, W. G. Darling, and B. É. Ó. Dochartaigh, What impact will climate change have on rural groundwater supplies in Africa?, Hydrological Sciences Journal, 54(4), 690-703, 2009. |
|
9.
|
#Pilkey, O. H., and R. Young, The Rising Sea, 203 p., Island Press, Washington, DC, 2009. |
|
10.
|
Chiew, F.H.S., J. Tenga, J. Vazea, and D.G.C. Kirono, Influence of global climate model selection on runoff impact assessment, Journal of Hydrology, 379(1-2), 172-180, 2009. |
|
11.
|
McIntyre, D.R., James Hansen's 1988 predictions compared to observations, Energy and Environment, 20(4), 587-594, 2009. |
|
12.
|
Matthews, J., and A. J. Wickel, Embracing uncertainty in freshwater climate change adaptation: A natural history approach, Climate and Development, 1(3), 269-279, 2009. |
|
13.
|
#Taylor, P., Chill, a reassessment of global warming theory: does climate change mean the world is cooling, and if so what should we do about it?, Clairview Books, 404 pp., 2009. |
|
14.
|
#Franklin, J., What Science Knows: And How It Knows It, Encounter Books, New York, 2009. |
|
15.
|
Pittock, J., Lessons for climate change adaptation from better management of rivers, Climate and Development, 1(3), 194-211, 2009. |
|
16.
|
#McKenzie, J. M., D. I. Siegel, and D. O. Rosenberry, Improving conceptual models of water and carbon transfer through peat, Northern Peatlands and Carbon Cycling, Baird, A. J., L. R. Belyea, X. Comas, A. S. Reeve, and L. D. Slater (eds.), American Geophysical Union Geophysical Monograph Series, 184, 265-275, 2009. |
|
17.
|
#Roudier, P., et P. Quirion, Bilan des changements climatiques passés et futurs au Mali: rapport pour action contre la faim, Centre International de Recherche sur l’Environnement et le Développement (CIRED), 42 p., Juin 2009. |
|
18.
|
Blöschl, G., and A. Montanari, Climate change impacts - throwing the dice?, Hydrological Processes, 24(3), 374-381, 2010. |
|
19.
|
Kundzewicz, Z. W., Y. Hirabayashi and S. Kanae, River floods in the changing climate—Observations and projections, Water Resources Management, 24(11), 2633-2646, 2010. |
|
20.
|
Romanowicz, R. J., A. Kiczko and J. J. Napiórkowski, Stochastic transfer function model applied to combined reservoir management and flow routing, Hydrological Sciences Journal, 55(1), 27–40, 2010. |
|
21.
|
Liu, S., X. Mo, Z. Lin, Y. Xu, J. Ji, G. Wen, and J. Richey, Crop yield responses to climate change in the Huang-Huai-Hai Plain of China, Agricultural Water Management, 97(8), 1195-1209, 2010. |
|
22.
|
Kawasaki, A., M. Takamatsu, J. He, P. Rogers, and S. Herath, An integrated approach to evaluate potential impact of precipitation and land-use change on streamflow in Srepok River Basin, Theory and Applications of GIS, 2010. |
|
23.
|
Vastila, K., M. Kummu, C. Sangmanee, and S. Chinvanno, Modelling climate change impacts on the flood pulse in the Lower Mekong floodplains, Journal of Water and Climate Change, 01.1, 67-86, 2010. |
|
24.
|
Kundzewicz, Z. W., and E. Z. Stakhiv, Are climate models “ready for prime time” in water resources management applications, or is more research needed? Hydrological Sciences Journal, 55(7), 1085–1089, 2010. |
|
25.
|
Zhang, S.-F., Y. Gu, and J. Lin, Uncertainty analysis in the application of climate models, Shuikexue Jinzhan/Advances in Water Science, 21(4), 504-511, 2010. |
|
26.
|
Wu, S.-Y., Potential impact of climate change on flooding in the Upper Great Miami River Watershed, Ohio, USA: a simulation-based approach, Hydrological Sciences Journal, 55(8), 1251-1263, 2010. |
|
27.
|
Soon, W., and D. R. Legates, Avoiding carbon myopia: three considerations for policy makers concerning manmade carbon dioxide, Ecology Law Currents, 37(1), 2010. |
|
28.
|
#Liebscher, H.-J., and H. G. Mendel, Vom empirischen Modellansatz zum komplexen hydrologischen Flussgebietsmodell – Rückblick und Perspektiven, 132 p., Koblenz, Bundesanstalt für Gewässerkunde, 2010. |
|
29.
|
#Maletta, H. E., and E. Maletta, Climate Change, Agriculture and Food Security in Latin America and the Caribbean, 319 p., 2010. |
|
30.
|
Stockwell, D. R. B., Critique of drought models in the Australian Drought Exceptional Circumstances Report (DECR), Energy and Environment, 21(5), 425-436, 2010. |
|
31.
|
Kigobe, M., N. McIntyre, H. Wheater and R. Chandler, Multi-site stochastic modelling of daily rainfall in Uganda, Hydrological Sciences Journal, 56(1), 17–33, 2011. |
|
32.
|
Hänggi, P., and R. Weingartner, Inter-annual variability of runoff and climate within the Upper Rhine River basin, 1808–2007, Hydrological Sciences Journal, 56(1), 34–50, 2011. |
|
33.
|
Di Baldassarre, G., M. Elshamy, A. van Griensven, E. Soliman, M. Kigobe, P. Ndomba, J. Mutemi, F. Mutua, S. Moges, J.-Q. Xuan, D. Solomatine and S. Uhlenbrook, Future hydrology and climate in the River Nile basin: a review, Hydrological Sciences Journal, 56(2), 199-211, 2011. |
|
34.
|
Fatichi, S., V. Y. Ivanov, and E. Caporali, Simulation of future climate scenarios with a weather generator, Advances in Water Resources, 34(4), 448-467, doi: 10.1016/j.advwatres.2010.12.013, 2011. |
|
35.
|
Mann, M. E., On long range dependence in global surface temperature series, Climatic Change, 107 (3), 267-276, 2011. |
|
36.
|
Kundzewicz, Z. W., Nonstationarity in water resources – Central European perspective, Journal of the American Water Resources Association, 47(3), 550-562, 2011. |
|
37.
|
#Carter, B., D. Evans, S. Franks and W. Kininmonth, Scientific audit of a report from the Climate Commission: The Critical Decade ‐ Climate science, risks and responses, 14 pp., 2011. |
|
38.
|
Tertrais, B., The climate wars myth, The Washington Quarterly, 34 (3), 17-29, 2011. |
|
39.
|
Kiem, A. S., and D. C. Verdon-Kidd, Steps toward “useful” hydroclimatic scenarios for water resource management in the Murray-Darling Basin, Water Resources Research, 47, W00G06, doi: 10.1029/2010WR009803, 2011. |
|
40.
|
Sivakumar, B., Water crisis: From conflict to cooperation – an overview, Hydrological Sciences Journal, 56(4), 531-552, 2011. |
|
41.
|
Burke, E. J., Understanding the sensitivity of different drought metrics to the drivers of drought under increased atmospheric CO2, Journal of Hydrometeorology, 12(6), 1378-1394, 2011. |
|
42.
|
#Rolim da Paz, A., C. Uvo, J. Bravo, W. Collischonn and H. R. da Rocha, Seasonal precipitation forecast based on artificial neural networks, Computational Methods for Agricultural Research: Advances and Applications, IGI Global, 326-354, doi: 10.4018/978-1-61692-871-1.ch016, 2011. |
|
43.
|
Fildes, R., and N. Kourentzes, Validation and forecasting accuracy in models of climate change, International Journal of Forecasting, 27(4), 968-995, 2011. |
|
44.
|
#Huard, D., The challenges of climate change interpretation, Ouranos Newsletter, Montreal, Quebec, 3 pp., 21 September 2011. |
|
45.
|
Rao, A. R., M. Azli and L. J. Pae, Identification of trends in Malaysian monthly runoff under the scaling hypothesis, Hydrological Sciences Journal, 56(6), 917–929, 2011. |
|
46.
|
Huard, D., A black eye for the Hydrological Sciences Journal, Discussion of “A comparison of local and aggregated climate model outputs with observed data”, by G. G. Anagnostopoulos et al. (2010, Hydrol. Sci. J. 55 (7), 1094–1110), Hydrological Sciences Journal, 56(7), 1330–1333, 2011. |
|
47.
|
Halley, J. M., and D. Kugiumtzis, Nonparametric testing of variability and trend in some climatic records, Climatic Change, 107(3-4), 267-276, 2011. |
|
48.
|
Stakhiv, E. Z., Pragmatic approaches for water management under climate change uncertainty, JAWRA Journal of the American Water Resources Association, 47(6), 1183-1196, 2011. |
|
49.
|
#Bourqui, M., T. Mathevet, J. Gailhard and F. Hendrickx, Hydrological validation of statistical downscaling methods applied to climate model projections, IAHS Publication 344, 32-38, 2011. |
|
50.
|
#Kundzewicz, Z. W., Comparative assessment: fact or fiction? Paper presented at the Workshop Including long-term climate change in hydrologic design, World Bank, Washington, D.C., USA, November 21, 2011. |
|
51.
|
Collischonn, B., J. A. Louzada, Impacto potencial de mudanças climáticas sobre as necessidades de irrigação da cultura do milho no Rio Grande do Sul, Revista de Gestão de Água da América Latina, 8(2), 19-29, 2011. |
|
52.
|
del Monte-Luna, P., V. Guzmán-Hernández, E. A. Cuevas, F. Arreguín-Sánchez, and D. Lluch-Belda, Effect of North Atlantic climate variability on hawksbill turtles in the Southern Gulf of Mexico, Journal of Experimental Marine Biology and Ecology, 412, 103-109, 2012. |
|
53.
|
Lacombe, G., C. T. Hoanh and V. Smakhtin, Multi-year variability or unidirectional trends? Mapping long-term precipitation and temperature changes in continental Southeast Asia using PRECIS regional climate model, Climatic Change, 113(2), 285-299, doi: 10.1007/s10584-011-0359-3, 2012. |
|
54.
|
#Ortiz, R., Climate Change and Agricultural Production, Inter-American Development Bank, 2012. |
|
55.
|
Whitfield, P. H., Floods in future climates: a review, Journal of Flood Risk Management, 5(4), 336–365, 2012. |
|
56.
|
Fan, Z., T. Yue, and C. Chen, Downscaling of global mean annual temperature under different scenarios, Progress in Geography, 31(3), 267-274, 2012. |
|
57.
|
Sivakumar, B., Socio-hydrology: not a new science, but a recycled and re-worded Hydrosociology, Hydrological Processes, 26(24), 3788–3790, 2012. |
|
58.
|
Kim, J. J., H. S. Min, C.-H. Kim, J. Yoon and S. Kim, Prediction of the spawning ground of Todarodes pacificus under IPCC climate A1B scenario, Ocean and Polar Research, 34 (2), 253-264, 2012. |
|
59.
|
#Mesa, O. J., V. K. Gupta, and P. E. O'Connell, Dynamical system exploration of the Hurst phenomenon in simple climate models, in: Extreme Events and Natural Hazards: The Complexity Perspective, Geophys. Monogr. Ser., vol. 196, edited by A. S. Sharma et al. 209–229, AGU, Washington, D. C., 2012. |
|
60.
|
da Silva, W. T. P., A. C. L. Duarte and de M. A. A. Souza, Implementation and optimization project for CDM certification in wastewater treatment plant, Engenharia Sanitaria e Ambiental, 17(1), 13-24, 2012. |
|
61.
|
#Fekete, B. M., and E. Stakhiv, Water management preparation strategies for adaptation to changing climate, Climatic Change and Global Warming of Inland Waters: Impacts and Mitigation for Ecosystems and Societies, C. R. Goldman, M. Kumagai, and R. D. Robarts (eds.), 413-427, 2012. |
|
62.
|
#Hamilton, D. P., C. McBride, D. Özkundakci, M. Schallenberg, P. Verburg, M. de Winton, D. Kelly, C. Hendy, and W. Ye, Effects of climate change on New Zealand Lakes, Climatic Change and Global Warming of Inland Waters: Impacts and Mitigation for Ecosystems and Societies, C. R. Goldman, M. Kumagai, and R. D. Robarts (eds.), 337-366, 2012. |
|
63.
|
#Verdon-Kidd, D., A. Kiem, and E. Austin, Decision-making under uncertainty – Bridging the gap between end user needs and science capability, National Climate Change Adaptation Research Facility, Gold Coast, pp.116., ISBN: 978-1-921609-67-1, 2012. |
|
64.
|
Jiang, P., M. R. Gautam, J. Zhu, and Z. Yu, How well do the GCMs/RCMs capture the multi-scale temporal variability of precipitation in the Southwestern United States?, Journal of Hydrology, 479, 13-23, 2013. |
|
65.
|
Lien, W.-Y., C.-P. Tung, Y.-H. Ho, C.-H. Tai and L.-H. Chuang, Establish methods to evaluate the projection ability of general circulation models, Journal of Taiwan Agricultural Engineering, 59 (1), 1-14, 2013. |
|
66.
|
Bayer, T. K., C. W. Burns, and M. Schallenberg, Application of a numerical model to predict impacts of climate change on water temperatures in two deep, oligotrophic lakes in New Zealand, Hydrobiologia, 10.1007/s10750-013-1492-y, 2013. |
|
67.
|
Hrachowitz, M., H.H.G. Savenije, G. Blöschl, J.J. McDonnell, M. Sivapalan, J.W. Pomeroy, B. Arheimer, T. Blume, M.P. Clark, U. Ehret, F. Fenicia, J.E. Freer, A. Gelfan, H.V. Gupta, D.A. Hughes, R.W. Hut, A. Montanari, S. Pande, D. Tetzlaff, P.A. Troch, S. Uhlenbrook, T. Wagener, H.C. Winsemius, R.A. Woods, E. Zehe, and C. Cudennec, A decade of Predictions in Ungauged Basins (PUB) — a review, Hydrological Sciences Journal, 58(6), 2013. |
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