Using a geographic information system to improve Special Sensor Microwave Imager precipitation estimates over the Tibetan Plateau
Yin, ZY; Liu, XD; Zhang, XQ; Chung, CF
2004-02-12
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
卷号109期号:D3
文章类型Article
摘要[1] This study examines the potential of spatial modeling using geographic information systems (GIS) to improve the precipitation estimates based on Special Sensor Microwave/ Imager (SSM/I) over the Tibetan Plateau. The monthly SSM/I precipitation estimates are based on the algorithm developed at the National Environmental Satellite, Data and Information Service (NESDIS) of the National Oceanic and Atmospheric Administration (NOAA). When using SSM/I estimates to predict station precipitation directly, the R-2 values ranged from 0.005 to 0.624, with a mean of 0.334 for all months. When terrain and location variables obtained from the GIS were added to the models, the R-2 values improved to range from 0.217 to 0.739 with a mean of 0.590 for all months. These variables represent effects of orographic forcing of topography, rain barrier/rain shadow, direction of moisture-bearing winds, and distance to the sources of moisture over the Tibetan Plateau. Results from this study suggest that region-specific algorithms are necessary for the SSM/I precipitation estimates over the Tibetan Plateau and that topographic analysis based on GIS can contribute significantly in improving the performance of SSM/I estimates.
关键词Tibetan Plateau SSM/I precipitation geographic information system (GIS) digital elevation model (DEM)
学科领域Meteorology & Atmospheric Sciences
DOI10.1029/2003JD003749
关键词[WOS]RAINFALL ESTIMATION ALGORITHMS ; GLOBAL PRECIPITATION ; MOUNTAINOUS TERRAIN ; SNOW COVER ; MULTIVARIATE GEOSTATISTICS ; GAUGE OBSERVATIONS ; DIURNAL-VARIATION ; WATER-VAPOR ; SSM/I ; MODEL
收录类别SCI ; SCIE
语种英语
WOS研究方向Meteorology & Atmospheric Sciences
WOS记录号WOS:000189052200002
出版者AMER GEOPHYSICAL UNION
引用统计
被引频次:29[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ieecas.cn/handle/361006/12001
专题黄土与第四纪地质国家重点实验室(1985-2004)
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GB/T 7714
Yin, ZY,Liu, XD,Zhang, XQ,et al. Using a geographic information system to improve Special Sensor Microwave Imager precipitation estimates over the Tibetan Plateau[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2004,109(D3).
APA Yin, ZY,Liu, XD,Zhang, XQ,&Chung, CF.(2004).Using a geographic information system to improve Special Sensor Microwave Imager precipitation estimates over the Tibetan Plateau.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,109(D3).
MLA Yin, ZY,et al."Using a geographic information system to improve Special Sensor Microwave Imager precipitation estimates over the Tibetan Plateau".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 109.D3(2004).
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