Empirical-statistical downscaling and error correction of daily precipitation from regional climate models

International Journal of Climatology

Volumn 31, Issue 10, 2011, Pages 1530-1544

  Jakob Themeßl, Matthias ^a   Gobiet, Andreas ^a   Leuprecht, Armin ^a  

^a UNIVERSITY OF GRAZ   (Austria)

Author keywords

Alpine region; Bias correction; Empirical statistical downscaling; Error correction; Precipitation modelling; Regional climate modelling

Indexed keywords

ALPINE REGIONS; ANALOGUE METHOD; BIAS CORRECTION; CLIMATE CHANGE IMPACT; CLIMATE CONDITION; CLIMATE SCENARIOS; CORRECTION METHOD; DOWN-SCALING; ERROR CHARACTERISTICS; EXTREME PRECIPITATION; HIGH QUANTILE; HIGH RESOLUTION; HINDCASTS; MULTIPLE LINEAR REGRESSION METHOD; POST PROCESS; REGIONAL CLIMATE; REGIONAL CLIMATE MODELLING; REGIONAL CLIMATE MODELS; STATISTICAL DOWNSCALING;

CLIMATE CHANGE; ERROR CORRECTION; LINEAR REGRESSION; LINEAR TRANSFORMATIONS; OPTIMIZATION; PRECIPITATION (METEOROLOGY); SYSTEMATIC ERRORS;

CLIMATE MODELS;

CLIMATE CHANGE; CLIMATE EFFECT; CLIMATE MODELING; DOWNSCALING; EMPIRICAL ANALYSIS; ERROR CORRECTION; PRECIPITATION ASSESSMENT; REGIONAL CLIMATE; REGRESSION ANALYSIS;

EID: 79960724856     PISSN: 08998418     EISSN: 10970088     Source Type: Journal    
DOI: 10.1002/joc.2168     Document Type: Article

References (63)

1. Alexandrov VA, Hoogenboom G. 2000. The impact of climate variability and change on crop yield in Bulgaria. Agricultural and Forest Meteorology 104: 315-327.
2. Auer I, Böhm R, Jurkovic A, Lipa W, Orlik A, Potzmann R, Schöner W, Ungersböck M, Matulla C, Briffa K, Jones P, Efthymiadis D, Brunetti M, Nanni T, Maugeri M, Mercalli L, Mestre O, Moisselin J-M, Begert M, Müller-Westermeier G, Kveton V, Bochnicek O, Stastny P, Lapin M, Szalai S, Szentimrey T, Cegnar T, Dolinar M, Gajic-Capka M, Zaninovic K, Majstorovicp Z, Nieplova E. 2007. HISTALP-historical instrumental climatological surface time series of the Greater Alpine Region. International Journal of Climatology 27: 17-46.
3. Beersma JJ, Buishand TA. 2003. Multi-site simulation of daily precipitation and temperature conditional on the atmospheric circulation. Climate Research 25: 121-133.
4. Benestad RE, Hanssen-Bauer I, Chen D. 2009. Empirical Statistical Downscaling. World Scientific Publishing Company: New Jersey, London.
5. Boé J, Terray L, Habets F, Martin E. 2007. Statistical and dynamical downscaling of the Seine basin climate for hydro-meteorological studies. International Journal of Climatology 27: 1643-1655.
6. Brandsma T, Buishand TA. 1998. Simulation of extreme precipitation in the Rhine basin by nearest-neighbour resampling. Hydrology and Earth System Sciences 2: 195-209.
7. Camuffo D. 1978. Cumulated frequency distribution of daily global solar radiation at Venice, Italy. Archiv für Meteorologie Geophysik und Bioklimatologie 26: 45-50.
8. Cebon P, Dahinden U, Davies HC, Imboden D, Jaeger CC (eds). 1998. Views from the Alps; Regional Perspectives on Climate Change. The MIT Press: Cambridge.
9. Cubasch U, von Storch H, Waszkewitz J, Zorita E. 1996. Estimates of climate change in Southern Europe derived from dynamical climate model output. Climate Research 7: 129-149.
10. Dehn M, Buma J. 1999. Modelling future landslide activity based on general circulation models. Geomorphology 30: 175-187.
11. Dettinger MD, Cayan DR, Meyer MK, Jeton AE. 2004. Simulated hydrologic responses to climate variations and change in the Merced, Carson, and American river basins, Sierra Nevada, California, 1900-2099. Climatic Change 62: 283-317.
12. Dobler A, Ahrens B. 2008. Precipitation by a regional climate model and bias correction in Europe and South Asia. Meteorologische Zeitschrift 17: 499-509.
13. Dudhia J, Gill D, Manning K, Wang W, Bruyere C. 2005. PSU/NCAR Mesoscale Modeling System Tutorial-Class Notes and Users' Guide (MM5 Modeling System Version 3). <>. Accessed 2009 Aug 12.
14. Fernández J, Sáenz J. 2003. Improved field reconstruction with the analog method: searching the CCA space. Climate Research 24: 199-213.
15. Feser F. 2006. Enhanced detectability of added value in limited-area model results separated into different spatial scales. Monthly Weather Review 134: 2180-2190.
16. Fowler HJ, Blenkinsop S, Tebaldi C. 2007. Linking climate change modelling to impact studies: recent advances in downscaling techniques for hydrological modelling. International Journal of Climatology 27: 1547-1578, DOI: 10.1002/joc.1556.
17. Fowler HJ, Kilsby CG. 2007. Using regional climate model data to simulate historical and future river flows in northwest England. Climatic Change 80: 337-367.
18. Frei C, Schär C. 1998. A precipitation climatology of the Alps from high-resolution rain-gauge observations. International Journal of Climatology 18: 873-900.
19. Frei C, Christensen JH, Déqué M, Jacob D, Jones RG, Vidale PL. 2003. Daily precipitation statistics in regional climate models: evaluation and intercomparison for the European Alps. Journal of Geophysical Research 108(D3): 4124, DOI: 10.1029/2002JD002287.
20. Giorgi F, Mearns LO. 1991. Approaches to the simulation of regional climate change: a review. Reviews of Geophysics 29: 191-216.
21. Giorgi F, Mearns LO. 1999. Introduction to special section: regional climate modelling revisited. Journal of Geophysical Research 104: 6335-6352.
22. Gobiet A, Truhetz H, Riegler A. 2006. A climate scenario for the Alpine region, reclip:more project year 3. WegCenter progress report, Wegener Center for Climate and Global Change, University of Graz: Graz. <>. Accessed 2009 Aug 12.
23. Graham LP, Andréasson J, Carlsson B. 2007. Assessing climate change impacts on hydrology from an ensemble of regional climate models, model scales and linking methods-a case study on the Lule River basin. Climatic Change 81: 293-307.
24. Gutowski WJ, Decker SG, Donavon RA, Pan Z, Arritt RW, Takle ES. 2003. Temporal-spatial scales of observed and simulated precipitation in central U.S. climate. Journal of Climate 16: 3841-3847.
25. Hagemann S, Machenhauer B, Jones R, Christensen OB, Déqué M, Jacob D, Vidale PL. 2004. Evaluation of water and energy budgets in regional climate models applied over Europe. Climate Dynamics 23: 547-567.
26. Hay LE, Clark MP. 2003. Use of statistically and dynamically downscaled atmospheric model output for hydrologic simulations in three mountainous basins in the western United States. Journal of Hydrology 282: 56-75.
27. Helsel DR, Hirsch RM. 2002. Statistical methods in water resources techniques of water resources investigations. U.S. Geological Survey. <>. Accessed 2009 Aug 12.
28. Hsieh WW. 2009. Machine Learning Methods in the Environmental Sciences. Cambridge University Press: Cambridge.
29. Huth R. 1999. Statistical downscaling in central Europe: evaluation of methods and potential predictors. Climate Research 13: 91-101.
30. Imbert A, Benestad RE. 2005. An improvement of analog model strategy for more reliable local climate change scenarios. Theoretical and Applied Climatology 82: 245-255, DOI: 10.1007/s00704-005-0133-4.
31. Ines AVM, Hansen JW. 2006. Bias correction of daily GCM rainfall for crop simulation studies. Agricultural and Forest Meteorology 138: 44-53.
32. Kidson JW, Thompson CS. 1998. A comparison of statistical and model-based downscaling techniques for estimating local climate variations. Journal of Climate 11: 735-753.
33. Kilsby CG, Cowpertwait PSP, O'Conell PE, Jones PD. 1998. Predicting rainfall statistics in England and Wales using atmospheric circulation variables. International Journal of Climatology 18: 523-539.
34. Lall U, Sharma A, 1996. A nearest neighbor bootstrap for resampling hydrologic time series. Water Resources Research 32: 679-693.
35. Leander R, Buishand TA. 2007. Resampling of regional climate model output for the simulation of extreme river flows. Journal of Hydrology 332: 487-496.
36. Loibl W, Beck A, Dorninger M, Formayer H, Gobiet A, Schöner W (eds). 2007. Kwiss-Programm reclip:more: research for climate protection:model run evaluation. Final Report, ARC-sys-0123. Austrian Research Centers-systems research, Vienna. <>. Accessed 2009 Aug 12.
37. th century. International Journal of Climatology 23: 1577-1588.
38. Matulla C, Zhang X, Wang XL, Wang J, Zorita E, Wagner S, von Storch H. 2008. Influence of similarity measures on the performance of the analog method for downscaling daily precipitation. Climate Dynamics 30: 133-144, DOI: 10.1007/s00382-007-0277-2.
39. Mehrotra A, Sharma A. 2006. Conditional resampling of hydrologic time series using multiple predictor variables: a K-nearest neighbour approach. Advances in Water Resources 29: 987-999.
40. Moron V, Robertson AW, Ward MN, Ndiaye O. 2008. Weather types and rainfall over Senegal. Part II: downscaling of GCM simulations. Journal of Climate 21: 288-307.
41. Murphy J. 1999. An evaluation of statistical and dynamical techniques for downscaling local climate. Journal of Climate 12: 2256-2284.
42. Panofsky HW, Brier GW. 1968. Some Applications of Statistics to Meteorology. The Pennsylvania State University Press: Philadelphia.
43. Piani C, Haerter JO, Coppola E. 2010. Statistical bias correction for daily precipitation in regional climate models over Europe. Theoretical and Applied Climatology 99: 187-192, DOI: 10.1007/s00704-009-0134-9.
44. Salathé E. 2003. Comparison of various precipitation downscaling methods for the simulation of streamflow in a rainshadow river basin. International Journal of Climatology 23: 887-901.
45. Schmidli J, Frei C, Vidale PL. 2006. Downscaling from GCM precipitation: a benchmark for dynamical and statistical downscaling methods. International Journal of Climatology 26: 679-689.
46. Schmidli J, Goodess CM, Frei C, Haylock MR, Hundecha Y, Ribalaygua J, Schmith T. 2007. Statistical and dynamical downscaling of precipitation: an evaluation and comparison of scenarios for the European Alps. Journal of Geophysical Research 112: D04105, DOI: 10.1029/2005JD007026.
47. Schoof JT, Pryor SC. 2001. Downscaling temperature and precipitation: a comparison of regression-based methods and artificial neural networks. International Journal of Climatology 21: 773-790.
48. Suklitsch M, Gobiet A, Leuprecht A, Frei C. 2008. High resolution sensitivity studies with the regional climate model CCLM in the Alpine Region. Meteorologische Zeitschrift 17: 467-476.
49. Suklitsch M, Gobiet A, Truhetz H, Awan NK, Göttel H, Jacob D. 2010. Error characteristics of high resolution regional climate models over the Alpine Area. Climate Dynamics (in press).
50. Taylor KE. 2001. Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research 106: 7183-7192.
51. Uppala SM, Kållberg PW, Simmons AJ, Andrae U, Da Costa Bechtold V, Fiorino M, Gibson JK, Haseler J, Hernandez A, Kelly GA, Li X, Onogi K, Saarinen S, Sokka N, Allan RP, Andersson E, Arpe K, Balmaseda MA, Beljaars ACM, van De Berg L, Bidlot J, Bormann N, Caires S, Chevallier F, Dethof A, Dragosavac M, Fisher M, Fuentes M, Hagemann S, Hólm E, Hoskins BJ, Isaksen L, Janssen PAEM, Jenne R, Mcnally AP, Mahfouf JF, Morcrette JJ, Rayner NA, Saunders RW, Simon P, Sterl A, Trenberth KE, Untch A, Vasiljevic D, Viterbo P, Woollen J. 2005. The ERA-40 re-analysis. Quarterly Journal of the Royal Meteorological Society 131(612): 2961-3012.
52. von Storch H. 1999. On the use of "inflation" in statistical downscaling. Journal of Climate 12: 3505-3506.
53. von Storch H, Navarra A (eds). 1999. Analysis of Climate Variability: Applications of Statistical Techniques. Springer: Berlin.
54. von Storch H, Zwiers FW. 1999. Statistical Analysis in Climate Research. Cambridge University Press: Cambridge.
55. Wang Y, Leung LR, McGregor JL, Lee DK, Wang WC, Ding Y, Kimura F. 2004. Regional climate modeling: progress, challenges, and prospects. Journal of the Meteorological Society of Japan 82: 1599-1628.
56. Wetterhall F, Halldin S, Xu C. 2005. Statistical precipitation downscaling in central Sweden with the analogue method. Journal of Hydrology 306: 174-190.
57. Widmann M, Bretherton CS, Salathé E. 2003. Statistical precipitation downscaling over the Northwestern United States using numerically simulated precipitation as predictor. Journal of Climate 16: 799-816.
58. Wilby R. 1997. Non-stationarity in daily precipitation series: implications for GCM down-scaling using atmospheric circulation indices. International Journal of Climatology 17: 439-454.
59. Wilby R, Wigley T. 1997. Downscaling general circulation model output: a review of methods and limitations. Progress in Physical Geography 21: 530-548.
60. Wilby R, Wigley T. 2000. Precipitation predictors for downscaling: observed and general circulation model relationships. International Journal of Climatology 20: 641-661.
61. Wilks DS. 1995. Statistical Methods in Atmospheric Science, Volume 59 of International Geophysics Series. Academic Press: San Diego, London.
62. Wood AW, Leung LR, Sridhar V, Lettenmaier DP. 2004. Hydrologic implications of dynamical and statistical approaches to downscale climate model outputs. Climatic Change 62: 189-216.
63. Zorita E, von Storch H. 1999. The analog method as a simple statistical downscaling technique: comparison with more complicated methods. Journal of Climate 12: 2474-2489.