Integrating precipitation zoning with random forest regression for the spatial downscaling of satellite‐based precipitation: A case study of the Lancang–Mekong River basin
作者： Jing Zhang , Hui Fan , Daming He , Jiwei Chen
DOI: 10.1002/JOC.6050
关键词: Climatology 、 Random forest 、 Downscaling 、 Satellite 、 Mekong river 、 Environmental science 、 Structural basin 、 Zoning 、 Precipitation
摘要:
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sci-hub.se 参考文章(41)
Hui Fan, Daming He, Temperature and precipitation variability and its effects on streamflow in the upstream regions of the Lancang-Mekong and Nu-Salween Rivers Journal of Hydrometeorology. ,vol. 16, pp. 2248- 2263 ,(2015) , 10.1175/JHM-D-14-0238.1
D. V. Spracklen, S. R. Arnold, C. M. Taylor, Observations of increased tropical rainfall preceded by air passage over forests Nature. ,vol. 489, pp. 282- 285 ,(2012) , 10.1038/NATURE11390
Shaofeng Jia, Wenbin Zhu, Aifeng Lű, Tingting Yan, A statistical spatial downscaling algorithm of TRMM precipitation based on NDVI and DEM in the Qaidam Basin of China Remote Sensing of Environment. ,vol. 115, pp. 3069- 3079 ,(2011) , 10.1016/J.RSE.2011.06.009
J. Ignacio López Moreno, J. Latron, A. Lehmann, Effects of sample and grid size on the accuracy and stability of regression-based snow interpolation methods. Hydrological Processes. ,vol. 24, pp. 1914- 1928 ,(2009) , 10.1002/HYP.7564
Henry F. Kaiser, The varimax criterion for analytic rotation in factor analysis Psychometrika. ,vol. 23, pp. 187- 200 ,(1958) , 10.1007/BF02289233
Malcolm R. Haylock, Gavin C. Cawley, Colin Harpham, Rob L. Wilby, Clare M. Goodess, Downscaling heavy precipitation over the United Kingdom: a comparison of dynamical and statistical methods and their future scenarios International Journal of Climatology. ,vol. 26, pp. 1397- 1415 ,(2006) , 10.1002/JOC.1318
Michael B. Richman, Rotation of principal components International Journal of Climatology. ,vol. 6, pp. 293- 335 ,(1986) , 10.1002/JOC.3370060305
J.E. Hunink, W.W. Immerzeel, P. Droogers, A High-resolution Precipitation 2-step mapping Procedure (HiP2P): Development and application to a tropical mountainous area Remote Sensing of Environment. ,vol. 140, pp. 179- 188 ,(2014) , 10.1016/J.RSE.2013.08.036
Camille Albouy, Frida Ben Rais Lasram, François Le Loc'h, François Guilhaumon, Fabien Leprieur, Tarek Hattab, A biogeographical regionalization of coastal Mediterranean fishes Journal of Biogeography. ,vol. 42, pp. 1336- 1348 ,(2015) , 10.1111/JBI.12505
Shiguang Xu, Chaoyang Wu, Li Wang, Alemu Gonsamo, Yan Shen, Zheng Niu, A new satellite-based monthly precipitation downscaling algorithm with non-stationary relationship between precipitation and land surface characteristics Remote Sensing of Environment. ,vol. 162, pp. 119- 140 ,(2015) , 10.1016/J.RSE.2015.02.024