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Evaluation of Three Satellite Precipitation Products TRMM 3B42, CMORPH, and PERSIANN over a Subtropical Watershed in China

机译:三种卫星降水产品TRmm 3B42,CmORpH和pERsIaNN在中国亚热带流域的评价

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摘要

This study conducted a comprehensive evaluation of three satellite precipitation products (TRMM (Tropical Rainfall Measuring Mission) 3B42, CMORPH (the Climate Prediction Center (CPC) Morphing algorithm), and PERSIANN (Precipitation Estimation from Remotely Sensed Information using Artificial Neural Networks)) using data from 52 rain gauge stations over the Meichuan watershed, which is a representative watershed of the Poyang Lake Basin in China. All the three products were compared and evaluated during a 9-year period at different spatial (grid and watershed) and temporal (daily, monthly, and annual) scales. The results showed that at daily scale, CMORPH had the best performance with coefficients of determination (R-2) of 0.61 at grid scale and 0.74 at watershed scale. For precipitation intensities larger than or equal to 25 mm, RMSE% of CMORPH and TRMM3B42 were less than 50%, indicating CMORPH and TRMM 3B42 might be useful for hydrological applications at daily scale. At monthly and annual temporal scales, TRMM3B42 had the best performances, with high.. 2 ranging from 0.93 to 0.99, and thus was deemed to be reliable and had good potential for hydrological applications at monthly and annual scales. PERSIANN had the worst performance among the three products at all cases.
机译:这项研究使用以下方法对三种卫星降水产品(TRMM(热带雨量测量任务)3B42,CMORPH(气候预测中心(CPC)变形算法)和PERSIANN(使用人工神经网络从遥感信息进行降水估算))进行了综合评估。来自中国chuan阳湖流域代表性流域梅川流域52个雨量计站的数据。在三个不同的空间(网格和分水岭)和时间(每日,每月和每年)尺度下的9年中,对这三种产品进行了比较和评估。结果表明,在日尺度上,CMORPH的性能最好,网格尺度下的测定系数(R-2)为0.61,分水岭尺度下的测定系数为0.74。对于大于或等于25 mm的降水强度,CMORPH和TRMM3B42的RMSE%小于50%,这表明CMORPH和TRMM 3B42在日常规模的水文应用中可能有用。在月度和年度时间尺度上,TRMM3B42的性能最好,在0.93至0.99范围内具有较高的2。因此,被认为是可靠的,并且在月度和年度尺度上具有良好的水文应用潜力。在所有情况下,PERSIANN的性能均在三种产品中最差。

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