A comparison of two downscaling methods for precipitation in China

作者: Na Zhao , Chuan-Fa Chen , Xun Zhou , Tian-Xiang Yue

DOI: 10.1007/S12665-015-4750-7

关键词:

摘要: In most cases, climate change projections from General Circulation Models (GCM) and Regional Climate cannot be directly applied to impact studies, downscaling is, therefore, needed. A large number of statistical methods exist, but no clear recommendations exist which are more appropriate, depending on the application. This paper compares two different methods, Presim1 Presim2, using Coupled Model Intercomparison Project Phase 5 (CMIP5) datasets station observations. Both include steps, major difference between them is how CMIP5 dataset data used. The downscaled precipitation validated with observations through China Jiangxi province 1976 2005. Results show that GCMs used in studies. China, second method establishes regression model based data, has a tendency overestimate or underestimate real values. accuracy much better than Presim2 mean absolute error, relative error root square error. fuses mode effectively. also importance meteorological process residual modification.

参考文章(42)
G. E. P. Box, D. R. Cox, An Analysis of Transformations Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 26, pp. 211- 243 ,(1964) , 10.1111/J.2517-6161.1964.TB00553.X
Catherine Loader, Smoothing: Local Regression Techniques Research Papers in Economics. pp. 571- 596 ,(2012) , 10.1007/978-3-642-21551-3_20
Chris Brunsdon, Martin Charlton, A S Fotheringham, Geographically Weighted Regression: The Analysis of Spatially Varying Relationships ,(2002)
T. Dinku, P. Ceccato, E. Grover‐Kopec, M. Lemma, S. J. Connor, C. F. Ropelewski, Validation of satellite rainfall products over East Africa's complex topography Journal of remote sensing. ,vol. 28, pp. 1503- 1526 ,(2007) , 10.1080/01431160600954688
Rolando Celleri, Patrick Willems, Wouter Buytaert, Jan Feyen, Space–time rainfall variability in the Paute basin, Ecuadorian Andes Hydrological Processes. ,vol. 21, pp. 3316- 3327 ,(2007) , 10.1002/HYP.6575
Na Zhao, Tianxiang Yue, A modification of HASM for interpolating precipitation in China Theoretical and Applied Climatology. ,vol. 116, pp. 273- 285 ,(2014) , 10.1007/S00704-013-0952-7
Reza Tareghian, Peter F. Rasmussen, Statistical downscaling of precipitation using quantile regression Journal of Hydrology. ,vol. 487, pp. 122- 135 ,(2013) , 10.1016/J.JHYDROL.2013.02.029
R. Mehrotra, A. Sharma, I. Cordery, Comparison of two approaches for downscaling synoptic atmospheric patterns to multisite precipitation occurrence Journal of Geophysical Research. ,vol. 109, ,(2004) , 10.1029/2004JD004823
Sean Swenson, John Wahr, Monitoring the water balance of Lake Victoria, East Africa, from space Journal of Hydrology. ,vol. 370, pp. 163- 176 ,(2009) , 10.1016/J.JHYDROL.2009.03.008