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DOI | 10.1029/2020JD033946 |
Respective Advantages of Top-Down Based GPM IMERG and Bottom-Up Based SM2RAIN-ASCAT Precipitation Products Over the Tibetan Plateau | |
Fan, Yixi; Ma, Ziqiang; Ma, Yaoming; Ma, Weiqiang; Xie, Zhipeng; Ding, Leiding; Han, Yizhe; Hu, Wei; Su, Rongmingzhu | |
通讯作者 | Ma, WQ (通讯作者) |
发表日期 | 2021 |
ISSN | 2169-897X |
EISSN | 2169-8996 |
卷号 | 126期号:7 |
英文摘要 | The Tibetan Plateau (TP) is characterized by complex topography and heterogeneous surface cover, which makes it difficult to obtain accurate precipitation data at a regional scale. Therefore, it is important to use dense ground observations to evaluate satellite-derived precipitation products. In this study, the top-down-based Global Precipitation Measurement Integrated MultisatellitE Retrievals (GPM IMERG) and bottom-up-based Soil Moisture TO RAIN-Advanced SCATterometer (SM2RAIN-ASCAT; SM2RASC) precipitation products were evaluated against 1,584 unevenly distributed rain gauges over the TP from May to October 2015. Results show: (1) The overall performances of IMERG and SM2RASC are comparable at the daily scale, with a higher correlation coefficient (CC) for IMERG and lower root-mean-square error (RMSE) for SM2RASC. Regarding the precipitation detectability, IMERG outperforms SM2RASC; (2) Spatially, SM2RASC shows better performance than IMERG in grasslands, but IMERG outperforms SM2RASC in forest areas, due to the low quality of the soil moisture retrieved by satellite in the areas; (3) The accuracy of both SM2RASC and IMERG is closely correlated with altitude and rainfall intensity. The SM2RASC product estimates light to moderate rainfall (5-25 mm/day) more accurately than the IMERG, but the IMERG product shows better performance for drizzle and heavy rainfall (>25 mm/day). Due to relatively frequent fluctuations of the ASCAT soil moisture product, SM2RASC frequently reports false rainfall in dry conditions. This study demonstrates the good performance of the SM2RASC product over the TP and suggests that the impact of vegetation density and topography should be considered for improving the SM2RAIN algorithm. |
关键词 | SOIL-MOISTURESATELLITE PRECIPITATIONRAINFALL PRODUCTSANALYSIS TMPAVALIDATIONCHALLENGESMICROWAVE |
英文关键词 | IMERG; rainfall; SM2RAIN-ASCAT; Tibetan Plateau |
语种 | 英语 |
WOS研究方向 | Meteorology & Atmospheric Sciences |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS记录号 | WOS:000640969000046 |
来源期刊 | JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES |
来源机构 | 中国科学院青藏高原研究所 |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/260317 |
推荐引用方式 GB/T 7714 | Fan, Yixi,Ma, Ziqiang,Ma, Yaoming,et al. Respective Advantages of Top-Down Based GPM IMERG and Bottom-Up Based SM2RAIN-ASCAT Precipitation Products Over the Tibetan Plateau[J]. 中国科学院青藏高原研究所,2021,126(7). |
APA | Fan, Yixi.,Ma, Ziqiang.,Ma, Yaoming.,Ma, Weiqiang.,Xie, Zhipeng.,...&Su, Rongmingzhu.(2021).Respective Advantages of Top-Down Based GPM IMERG and Bottom-Up Based SM2RAIN-ASCAT Precipitation Products Over the Tibetan Plateau.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,126(7). |
MLA | Fan, Yixi,et al."Respective Advantages of Top-Down Based GPM IMERG and Bottom-Up Based SM2RAIN-ASCAT Precipitation Products Over the Tibetan Plateau".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 126.7(2021). |
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