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Evaluation of Satellite Precipitation Products with Rain Gauge Data at Different Scales: Implications for Hydrological Applications

机译:用不同尺度的雨量计数据评估卫星降水产品:对水文应用的启示

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Rain gauge and satellite-retrieved data have been widely used in basin-scale hydrological applications. While rain gauges provide accurate measurements that are generally unevenly distributed in space, satellites offer spatially regular observations and common error prone retrieval. Comparative evaluation of gauge-based and satellite-based data is necessary in hydrological studies, as precipitation is the most important input in basin-scale water balance. This study uses quality-controlled rain gauge data and prevailing satellite products (Tropical Rainfall Measuring Mission (TRMM) 3B43, 3B42 and 3B42RT) to examine the consistency and discrepancies between them at different scales. Rain gauges and TRMM products were available in the Poyang Lake Basin, China, from 1998 to 2007 (3B42RT: 2000–2007). Our results show that the performance of TRMM products generally increases with increasing spatial scale. At both the monthly and annual scales, the accuracy is highest for TRMM 3B43, with 3B42 second and 3B42RT third. TRMM products generally overestimate precipitation because of a high frequency and degree of overestimation in light and moderate rain cases. At the daily scale, the accuracy is relatively low between TRMM 3B42 and 3B42RT. Meanwhile, the performances of TRMM 3B42 and 3B42RT are highly variable in different seasons. At both the basin and pixel scales, TRMM 3B43 and 3B42 exhibit significant discrepancies from July to September, performing worst in September. For TRMM 3B42RT, all statistical indices fluctuate and are low throughout the year, performing worst in July at the pixel scale and January at the basin scale. Furthermore, the spatial distributions of the statistical indices of TRMM 3B43 and 3B42 performed well, while TRMM 3B42RT displayed a poor performance.
机译:雨量计和卫星数据已被广泛用于流域规模的水文应用。雨量计可提供通常在空间中分布不均的准确测量值,而卫星可提供空间规则的观测结果和容易出错的常见信息。在水文研究中,有必要对基于轨距和基于卫星的数据进行比较评估,因为降水是流域规模水平衡的最重要输入。这项研究使用质量控制的雨量计数据和主要的卫星产品(热带雨量测量任务(TRMM)3B43、3B42和3B42RT)来检查它们在不同尺度上的一致性和差异。 1998年至2007年,阳湖盆地提供了雨量计和TRMM产品(3B42RT:2000–2007)。我们的结果表明,TRMM产品的性能通常随着空间规模的增加而提高。在月度和年度尺度上,TRMM 3B43的精度最高,其次为3B42和3B42RT。 TRMM产品通常会高估降雨,因为在轻度和中雨情况下,高频率和高估程度。在每日范围内,TRMM 3B42和3B42RT之间的精度相对较低。同时,TRMM 3B42和3B42RT的性能在不同季节有很大差异。在盆地和像素尺度上,TRMM 3B43和3B42在7月至9月之间都显示出显着差异,在9月表现最差。对于TRMM 3B42RT,所有统计指标全年都在波动并且低,在像素级的7月和流域级的1月表现最差。此外,TRMM 3B43和3B42的统计指标的空间分布表现良好,而TRMM 3B42RT表现较差。

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