Downscaling general circulation model output: A review of methods and limitations

Progress in Physical Geography

Volumn 21, Issue 4, 1997, Pages 530-548

  Wilby, R L ^a   Wigley, T M L ^b  

^a UNIVERSITY OF DERBY   (United Kingdom)

^b NATIONAL CENTER FOR ATMOSPHERIC RESEARCH   (United States)

Author keywords

Climate change; Downscaling; Model; Precipitation

Indexed keywords

CLIMATE CHANGE; DOWNSCALING; GCM; GLOBAL CLIMATE; MODELLING; PRECIPITATION;

EID: 0031412203     PISSN: 03091333     EISSN: None     Source Type: Journal    
DOI: 10.1177/030913339702100403     Document Type: Review

References (88)

1. Arnell, N.W. 1996: Global warming, river flows and water resources. Chichester: Wiley.
2. Bardossy, A., Duckstein, L and Bogardi, I. 1995: Fuzzy rule-based classification of atmospheric circulation patterns. International Journal of Climatology 15, 1087-97.
3. Bardossy, A., Muster, H., Duckstein, L. and Bogardi, I. 1994: Knowledge based classification of circulation patterns for stochastic precipitation modelling. In Hipel, K.W., McLeod, A.W., Panu, U.S. and Sing, V.P., editors, Stochastic and statistical methods in hydrology and environmental engineering. Volume 3, Dordrecht: Kluwer.
4. Bardossy, A. and Plate, E.J. 1991: Modeling daily rainfall using a semi-Markov representation of circulation pattern occurrence. Journal of Hydrology 122, 33-47.
5. _ 1992: Space-time model for daily rainfall using atmospheric circulation patterns. Water Resources Research, 28, 1247-59.
6. Bartholy, J., Matyasovszky, I. and Bogardi, I. 1994: Effect of climate change on regional precipitation in Lake Balaton watershed. Theoretical and Applied Climatology 51, 237-50.
7. Bass, B. 1996: Interim report on the Weather Generator Project. Focus 4 of IGBP Biospheric Aspects of the Hydrotogical Cycle (BAHC). Ontario: Environmental Adaption Research Group, Atmospheric Environment Service.
8. Briggs, P.R. and Cogley, J.G. 1996: Topographic bias in mesoscale precipitation networks. Journal of Climate 9, 205-18.
9. Brown, B.G., Mearns, LO. and McDaniel, L. 1995: Climatological characteristics of spatial scaling of hourly precipitation. In Ninth conference on applied climatology, Boston, MA: American Meteorological Society, 15-20 January, Dallas.
10. Burger, G. 1996: Expanded downscaling for generating local weather scenarios. Climate Research 7, 111-28.
11. Carbone, G.J. and Bramante, P.D. 1995: Translating monthly temperature from regional to local scale in the southeastern United States. Climate Research 5, 229-42.
12. Carter, T.R., Parry, M.L., Harasawa, H. and Nishioka, S. 1994: IPCC technical guidelines for assessing climate change impacts and adaptions. IPPC special report to Working Group II of IPCC. London: University College London and Tsukaba, Japan: Centre for Global Environmental Research.
13. Comrie, A.C. 1992: A procedure for removing the synoptic climate signal from environmental data. Journal of Climatology 12, 177-83.
14. Conway, D, and Jones P.D. 1996: POPSICLE - Production of Precipitation Scenarios for Climate Impacts in Europe (EC Environment Research Programme, final report EV5V-CT-94-0510). Norwich; Climatic Research Unit University of East Anglia.
15. _ in press: The use of weater types and air flow indices for GCM downscaling. Journal of Hydrology (special issue)
16. Conway, D., Wilby, R.L. and Jones, P.D. 1996: Precipitation and air flow indices over die British Isles. Climate Research (special issue) 7, 169-83.
17. Cubasch, U., Hasselmann, K., Hock, H., Reimer, E.M., Mikolajewicz, U, Santer, B. and Susen, R. 1992: Time-dependent greenhouse warming computations with a coupled ocean-atmosphere model. Climate Dynamics 8, 55-69.
18. Daly, C. Neilson, R.P. and Phillips, D.L. 1994: A statistical-opographic model for mapping climatological preciptation over mountainous terrain. Journal of Applied Meteorology 33, 140-58.
19. Deprtment of the Environment (DOE) 1996: Review of the potential effects of climate change in hte United Kingdom. London: HMSO.
20. Dockstein, L., Bardossy, A. and Bogardi, I. 1993: Linkage between the occurrence of daily atmospheric circulation pattrns and floods: an Arizona case study, Journal of Hydrology 143, 413-428.
21. Favis-Mortlock, D.T, Evans, R., Boardman, J. and Harris, T.M. 1991: Climate change, winter wheat yield and soil erosion on the English South Downs. Agricultural Systems 37, 415-33
22. Frey-Buness, F., Heimann, D. and Sausen, R. 1995: A staostical-dynamical downscaling piucedure for global climate simulations. Theoretical and Applied Climatology 50, 117-31.
23. Galambosi, A., Duckstein, L. and Bogardi, I. 1996: Evaluation and analysis of daily atmospheric calculation pattern of the 500 hPa pressure field over the western USA. Atmospheric Research 40, 49-76.
24. Giorgi, F. 1990: Simulation of regional climate using a limited area model nested in a general circulation model. Journal of Climate 3, 941-63.
25. Gregory, J.M., Wigley, T.M.L. and Jones, P.D. 1993: Application of Markov models to areaaverage daily precipitation series and interannual variability in seasonal totals. Climate Dynamics 8, 299-310.
26. Groisman, P.Y. and Easterling, D.R. 1994: Variability and trends of total precipitation and snowfall over the US and Canada, Journal of Climate 7, 184-205.
27. Groisman, P.Y, Easterlining, D.R., Quayle, R.G. et al. 1996: Reducing biases in estimates of precipitation over the US: phase 3 adjustments. Journal of Geophysical Research 101, 7185-95.
28. Grotch, S.L and MacCracken, M.C. 1991: The use of general circulation models to predict regional climate change. Journal of Climate 4, 86-303.
29. Gyalistras, D., von Storch, H, Fischlin, A. and Beniston, M. 1994: Linking GCM-simulated climatic change to ecosystem models: case studies of stastical downscaling in the Alps. Climate Research 4, 167-89.
30. Hay, L.E. McCabe, G.J, Wolock, D.M. and Ayers. M.A 1991: Simulation of precipitation by weather type analysis. Water Resources Research 27, 493-501.
31. _ 1992: Use of weather types to disaregate general circulation model predictions. Journal of Geophysical Research 97, 2781-90
32. Hess, P. and Brezowsky, H. 1977: Katalog der Gosswetteralagen Europas (1881-1976). In Berichte des Deuitschen Wetterdienst Bd 15, Offenbach am Main: Selbstveralag des Deutschen Wetterdienstes.
33. Hewitson, B.C. and Crane, R. G. 1992a: Large-scale atmospheric controls on local precipitation in tropical Mexico. Geophysical Research Letters 19, 1835-38.
34. _ 1992b: Regional climate prediction from the GISS GCM. Palaeogeography, Palaeoclimatology, Palaeoecology 97, 249-67.
35. _ , editors, 1994: Neural nets: applications in geography. Dordrecht: Kluwer Academic.
36. _ 1996: Climate downscaling: techniques and application. Climate Research 7, 85-95.
37. Heyen, H., Zorita, E. and von Storch, H. 1996: Statistical downscaling of monthly mean N. Atlantic air-pressure to sea level anomalies in the Baltic Sea. Tellus 48A, 312-23.
38. Hostetler, S.W. 1994: Hydrologic and atmospheric models: the (cotinuing) problem of discordant scales. Climatic Change 27, 345-30.
39. Hughes, J.P. and Guttorp, P. 1994: A class of stochastic models for relating synoptic atmospheric patterns to regional hydroiogic phenomena. Water Resources Research 30, 1535-46
40. Hulme, M., Briffa, K.R., Jones, P.D. and Senior, C.A. 1993: Validation of GCM control simulations using indices of daily airflow types over the British Isles. Climate Dynamics 9, 95-105.
41. Johns, T.C., Carnell, R.E., Crossley, J. F., Greogory, J.M., Mitchell, J.F.B., Senior, C.A., Tett, S.F.B. and Wood, R.A. 1997: The second Hadley Centre coupled ocean-atmosphere GCM: model description, spinup and validation. Climate Dynamics 13, 103-34
42. Jones, P.D., Hulme, M. and Briffa, K.R. 1993: A comparison of Lamb circulation types with an objective classification scheme. International Journal of Climatology 13, 655-63.
43. Kalnay, E., Kanamitsu, M., Kistler, R. et al. 1996: The NCET/NCAR 40-Year reanalysis project. Bulletin of the American Meteorological Society 77, 437-71.
44. Karl T.R., Wang, W.C., Schlesinger, M.E., Knight, R.W. and Portman, D. 1990: A method of relating general circulation model simulated climate to the observed local climate. Part I. Seasonal statistics. Journal of Climate 3, 1053-79.
45. Kattenberg, A., Giorgi, F., Grassl, H., Meehl, G.A., Mitchell, J.F.B., Stouffer, R.J., Tokioka, T., Weaver, A.J. and Wigley, T.M.L. 1996: Climate models projections of future climate. In: Houghton, J.T, Meira Filho, L.G., Callander, B.A., Harris, N., Kattenberg, A. and Masked, K., editors, Climate change 1995: the science of climate change, contribution of Working Group 1 to the second assessment report of the Intergovernmental Panel on Climate Change, Cambridge: Cambridge University Press, 285-357.
46. Katz, R.W. 1996: Use of conditional stochastic models to generate climate change scenarios. Climatic Change 32, 237-55.
47. Kelly, J.G.W., Russo, J.M, Eyton, J.R. and Carlson, T.N. 1988: Mesoscale forecasts generated from operational numerical weatherprediction model output. Bulletin of the American Meteorological Society 69, 7-15.
48. Kim, J.W., Chang, J.T., Baker, N.L., Wilks, D.S. and Gates, W.L. 1984: The statistical problem of climate inversion: determination of the relationship between local and large-scale climate. Monthly Weather Review 112, 2069-77.
49. Lamb, H.H. 1972: Britich Isles ueather type and a register of daily sequence of criculation patterns, 1861-1971. Gaophysical Memoir 116, London: HMSO.
50. Lund, I.A. 1963: Map-pattern classification by statistical methods. Journal of Meteorology 2, 56-65.
51. Maochang, C., von Storch, H. and Zorita, E. 1995: Coastal sea level and large-scale climate state: a downscaling exercise for the Japanese islands. Tellus 47A, 132-44
52. Martin, E, Timbal, B. and Brun, E, 1997: Downscaling of general circulation model outputs: simulation of the snow climatology of the French Alps and sensitivity to climate change. Climate Dynamics 13, 45-56.
53. Matyasovszky, I., Boganti. I., Bardossy, A. and Duckstein, I., 1993: Space-time precipitation reflcting climate change. Hydrological Sciences Journal 38, 539-58.
54. Matyasovaszky, I., Bogardi I. and Duckstein, I., 1994: Comparison of two GCMs to downscale local precipitation and temperature. Water Resources Research 30, 3437-48.
55. McCabe, G.J. and Muller, R.A. 1987: Synopitc weather types: an index of evaporation in southern Louisiana. Physical Geography 8, 99-112.
56. McKendry, I.G., Steyn, D.C. and McBean, G. 1995: Validation of synoptic circulation patterns simulated by the Canadian Climate Centre GCM for western N. America. Atmosphere-Ocean 33, 809-25.
57. 2 results. Global and Planetary Change 10, 55-78.
58. Mearns, L.O., Rosenzweig, C. and Goldberg, R. 1996: The effect of changes in daily and interannual climatic variability on ceres-wheat: a sensitivity study. Climatic Change 32, 257-92.
59. Mitchell, J.J.B. and Johns T.C 1997: On modification of global warming by sulphate aerosols. Journal of Climate 10, 245-67.
60. Mitchell, J.F.B., Jones, T.C., Gregory, J.M. and Tett, S. 1995: Climate response to increasing levels of greenhouse gases and sulphate aerosols. Nature 376, 501-504.
61. Mock, C J. 1996: Climatic controls and spatial variations of precipitation in the western United States. Journal of Climate 9, 1111-25.
62. Moses, T., Kiladis, G.N., Diaz, H.F. and Barry, R.G. 1987: Characteristics and frequency of reversals in the mean sea level pressure in the North Atlantic sector and their relationship to long-term temperature trends. Journal of Climatology 7, 13-30.
63. Perica, S. and Foufoula-Georgiou, E. 1996: Linkage of scaling and thermodynamic parameters of rainfall: results from midlatitutde mesoscale convective systems. Journal of Geophysical Research 101, 7431-48.
64. Pielke, R.A., Daly, G.A., Snook, J.S., Lee, T.J. and Kittel, T.G.E. 1991: Nonlinear influence of mesoscale land use on weather and climate. Journal of Climate 4, 1053-69.
65. Richardson, C.W. 1981: Stochastic simulation of daily precipitation, temperature and solar radiation. Water Resources Research 17, 182-90.
66. Rind, D., Rosenzweig, C. and Goldberg, R. 1992: Modelling the hydrological cycle in assessments of climate change. Nature 358, 119-22.
67. Schubert, S. 1994: A weather generator based on the European Grosswrtterlagen. Spezialarbeiten aus der Arbertsgruppe Klimaforschung des Meteorologischen Instituts der Humboldt-Universitat zu Berlin. Berlin: Humboldt University.
68. 2 climatic effects on water balance components of the eastern Mediterranean. Climate Change 27, 351-71.
69. Sweeney, J.C. and O'Hare, G.P, 1992: Geographical variations in precipitation yields and circulation types in Britain and Ireland. Transactions, Institute of British Geographers 17, 448-63.
70. von Storch, H., Zorita E. and Cubasch, U. 1993: Downscaling of global climate change estimates to regional scales: an application to Iberan rainfall in wintetime. Journal of Climate 6, 1161-71.
71. Weare, B.C. and Hoescnele, M.A. 1983: Specification of monthly precipitation in the western US from monthly mean circulation, Jouranal of Climate and Applied Meteorology 22, 1000-1007.
72. White, D., Richaman, M. and Yamal, B. 1991: Climate regionalization and rotation of prncipal components. International Journal of Climatology 11, 1-25.
73. Wigley, T.M.L., Jones, P.D., Briffa, K.R. and Smith, G. 1990: Obtaining sub-grid scale information from coarse resolution general circulation model output. Journal of Geophysical Research 95, 1943-53.
74. Wigley, T.M.L., Wildy, R.L. and Wilks, D.S. 1997: Present and future simulation of daily precipitation in a coupled ocean/atmosphere climate model. Geopysical Resarch Letters, in progress.
75. Wilby, R.L. 1993: The influence of variable weather patterns on river water quantity and quality regimes. International Journal of Climatology 13, 447-59.
76. _ 1994: Stochastic weather type simulation for regional climate change impact assessment. Water Resources Research 30, 3395-403.
77. _ 1995: Simulation of precipitation by weather pattern and frontal analysis. Journal of Hydrology 173, 91-109.
78. _ 1997a: Modelling high magnitude rainfall events using weather pattern and frontal analysis. Journal of Hydrology (special issue) in press.
79. _ 1997b: Non-stationarity in daily precipitation series: implications for GCM downscaling using atmospheric circulation indices. International Journal of Climatology 17, 439-54.
80. Wilby, R.L., Bamsley, N. and O'Hare, G. 1995: Rainfall variability associated with Lamb weather types: the case for incorporating weather fronts. International Journal of Climatology 15, 1241-52.
81. Wilby, R.L., Conway, D. and Jones, P.D. 1996a: GCM downscaling using airflow indices. In Proceedings of the international conference on water resources and environment research: towards the 21st century. 29-31 October, Kyoto, Japan.
82. Wilby, R.I., Greenfield, B. and Glenny, C. 1994: A coupled synoptic-hydrological model for climate change impact assessment. Journal of Hydrology 153, 265-90.
83. Wilby, R.I., Hassan, H. and Hanaki, K. 1997: Statistical downscaling of hydrometeorological variables using general circulation model output. Jounal of Hydrology, in press.
84. Wilby, R.I., Wigley, T.M.I., Wilks, D.S., Hewitson, B.C., Conway, D. and Jones, P.D. 1996b: Statica; downscaling of genecral circulation model output. A report prepared by the National Center for Atmospheric Rasearch on behalf of the Electric Power Research Institute, Palo Alto, CA.
85. Willks, D.S. 1989: Conditioning stpochastic daily precipitation models on total monthly precipitation. Water Rsources Research 25, 1429-39.
86. _ 1992: Adapting stochastic weather generation algrithms for climate change stuies. Climate Change 22, 67-84.
87. Yamal, B. 1993: Synoptic climatology in enoironmental analysis: a primer. London: Belhaven Press.
88. Zeng, X. and Pielke, R.A. 1995: Landscape-induced atmospheric flow and its parameterization in large-scale numerical models. Journal of Climate 8, 1156-77.