Topography and Data Mining Based Methods for Improving Satellite Precipitation in Mountainous Areas of China
作者： Ting Xia , Zhong-Jing Wang , Hang Zheng
DOI: 10.3390/ATMOS6080983
关键词:
摘要: Abstract: Topography is a signif icant factor influenci ng the spatial distribu tion of precipitation. This study developed new methodology to evaluate and calibrate Tropical Rainfall Measuring Mission Multi-satellite Precipitation Analysis (TMPA) products by merging geographic topographic information. In proposed method, firstly, consistency rule was introduced fitness satellite rainfall with measurements on grids without ground gauges. Secondly, in order improve rate rainfall, genetic programming mine relationship between gauge location, elevat ion TMPA rainfall. The proof experiment analysis for mean annual precipitation from 2001–2012, 3B43 (V7) product, carried out eight mountainous areas China. result shows that method significant efficient both assessment improvement precipita tion. It found rain fall rates gauged ungauged are different area. addition, mined correlation location-elevation-TMPA can noticeably precipitation, context criterion existing criteria such as Bias RMSD. also correcting monthly 3B42RT.
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sci-hub.se 参考文章(47)
Franz Rubel, Michael Hantel, Correction of Daily Rain Gauge Measurements in the Baltic Sea Drainage Basin Hydrology Research. ,vol. 30, pp. 191- 208 ,(1999) , 10.2166/NH.1999.0011
George J. Huffman, Robert F. Adler, David T. Bolvin, Eric J. Nelkin, The TRMM Multi-Satellite Precipitation Analysis (TMPA) Springer, Dordrecht. pp. 3- 22 ,(2010) , 10.1007/978-90-481-2915-7_1
Sheng Chen, Yang Hong, Qing Cao, Jonathan J. Gourley, Pierre-Emmanuel Kirstetter, Bin Yong, Yudong Tian, Zengxin Zhang, Yan Shen, Junjun Hu, Jill Hardy, Similarity and difference of the two successive V6 and V7 TRMM multisatellite precipitation analysis performance over China Journal of Geophysical Research. ,vol. 118, ,(2013) , 10.1002/2013JD019964
Bin Yong, Li-Liang Ren, Yang Hong, Jia-Hu Wang, Jonathan J. Gourley, Shan-Hu Jiang, Xi Chen, Wen Wang, Hydrologic evaluation of Multisatellite Precipitation Analysis standard precipitation products in basins beyond its inclined latitude band: A case study in Laohahe basin, China Water Resources Research. ,vol. 46, ,(2010) , 10.1029/2009WR008965
Kuo-lin Hsu, Hamid Moradkhani, Soroosh Sorooshian, Yang Hong, Uncertainty quantification of satellite precipitation estimation and Monte Carlo assessment of the error propagation into hydrologic response Water Resources Research. ,vol. 42, ,(2006) , 10.1029/2005WR004398
Amir AghaKouchak, Ali Mehran, Hamidreza Norouzi, Ali Behrangi, Systematic and random error components in satellite precipitation data sets Geophysical Research Letters. ,vol. 39, ,(2012) , 10.1029/2012GL051592
Guobao Xu, Xiaohong Liu, Dahe Qin, Tuo Chen, Wenzhi Wang, Guoju Wu, Weizhen Sun, Wenling An, Xiaomin Zeng, Tree-ring δ18O evidence for the drought history of eastern Tianshan Mountains, northwest China since 1700 AD International Journal of Climatology. ,vol. 34, pp. 3336- 3347 ,(2014) , 10.1002/JOC.3911
Di Long, Yanjun Shen, Alexander Sun, Yang Hong, Laurent Longuevergne, Yuting Yang, Bin Li, Lu Chen, Drought and flood monitoring for a large karst plateau in Southwest China using extended GRACE data Remote Sensing of Environment. ,vol. 155, pp. 145- 160 ,(2014) , 10.1016/J.RSE.2014.08.006
Zhi-Yong Yin, Xueqin Zhang, Xiaodong Liu, Mike Colella, Xiaoling Chen, An Assessment of the Biases of Satellite Rainfall Estimates over the Tibetan Plateau and Correction Methods Based on Topographic Analysis Journal of Hydrometeorology. ,vol. 9, pp. 301- 326 ,(2008) , 10.1175/2007JHM903.1
Yanjun Cai, Liangcheng Tan, Hai Cheng, Zhisheng An, R. Lawrence Edwards, Megan J. Kelly, Xinggong Kong, Xianfeng Wang, The variation of summer monsoon precipitation in central China since the last deglaciation Earth and Planetary Science Letters. ,vol. 291, pp. 21- 31 ,(2010) , 10.1016/J.EPSL.2009.12.039