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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 |
DOI | 10.1029/2003JD003749 |
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 | |
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) |
推荐引用方式 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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