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首页> 外文期刊>Hydrological Research Letters >Performance evaluation of Global Satellite Mapping of Precipitation (GSMaP) products over the Chaophraya River basin, Thailand
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Performance evaluation of Global Satellite Mapping of Precipitation (GSMaP) products over the Chaophraya River basin, Thailand

机译:泰国Chaophraya流域全球降水卫星图(GSMaP)产品的性能评估

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摘要

GSMaP_NRT (Near Real Time) is a viable tool to provide satellite-based precipitation data for further analysis. Its usefulness can be evident in the areas where continuous precipitation data is vital. This is why GSMaP_NRT performance has been evaluated globally. In this study, we evaluate its performance in terms of 1) rainfall detection capability based on Probability of Detection (POD) and False Alarm Ratio (FAR) and 2) estimation capability based on correlation coefficient and Root Mean Square Error (RMSE) over the Chaophraya River basin during 2009–2010. A non-realtime GSMaP_MVK (Moving Vector with Kalman filter) is also evaluated. Our results show that, at daily scale, both GSMaP_NRT/GSMaP_MVK performs well in rainy season (POD and FAR can reach 0.75/0.94 and 0.45/0.49, respectively) with acceptable RMSE of 14.64/14.23 mm. GSMaP_NRT tends to under-estimate whereas GSMaP_MVK slightly over-estimates the rain rates with correlation coefficient of 0.70 and 0.75. We conclude that GSMaP_NRT is considered good but not sufficient for near-realtime rainfall monitoring applications; whereas GSMaP_MVK is suitable for climate change studies.
机译:GSMaP_NRT(近实时)是一种可行的工具,可提供基于卫星的降水数据以供进一步分析。在连续降水数据至关重要的地区,其效用显而易见。这就是为什么GSMaP_NRT性能已得到全球评估的原因。在这项研究中,我们根据以下方面评估其性能:1)基于检测概率(POD)和误报率(FAR)的降雨检测能力,以及2)基于相关系数和均方根误差(RMSE)的估计能力湄南河流域,2009-2010年。还评估了非实时GSMaP_MVK(带有卡尔曼滤波器的运动矢量)。我们的研究结果表明,在雨天(每天的POD和FAR分别达到0.75 / 0.94和0.45 / 0.49)时,GSMaP_NRT / GSMaP_MVK的性能都不错,RMSE为14.64 / 14.23 mm。 GSMaP_NRT倾向于低估,而GSMaP_MVK的相关系数分别为0.70和0.75,因此略微高估了降雨率。我们得出的结论是,GSMaP_NRT被认为是良好的,但不足以用于近实时降雨监测应用;而GSMaP_MVK适用于气候变化研究。

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