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Global Millimeter-Wave Precipitation Retrievals Trained With A Cloud-Resolving Numerical Weather-Prediction Model, Part II: Performance Evaluation

机译:利用云解析数字天气预报模型训练的全球毫米波降水检索,第二部分:性能评估

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This paper evaluates the performance of the global precipitation rate retrieval algorithm for the Advanced Microwave Sounding Unit (AMSU) that was described in Part I of this paper. AMSU is in polar orbit on several National Ocean and Atmospheric Administration (NOAA) operational weather satellites. Predicted rms retrieval errors based on a 15-km resolution 0.5–1.0-mm/h MM5 truth were 0.88, 0.83, 1.13, and 3.04 for stratiform, warm rain, ice-free rain, and convective rain, respectively, which were averaged over all view angles for land and sea up to 73 $^{circ}$ latitude. For MM5 rates of 4–8 mm/h, these rms errors increased to 2.8, 3.4, 3.9, and 4.9 mm/h, respectively. The corresponding rms retrieval accuracies for MM5 hydrometeor water paths between 0.125 and 0.25 mm for rainwater, snow, and graupel were 0.19, 0.10, and 0.22 mm, respectively. The rms retrieval accuracy for the 0.125–0.25-m/s peak vertical wind was 0.08 m/s. Biases are small for cumulative precipitation estimates, although an upward correction factor of 1.37 is derived for convective precipitation rate probability distributions. Differences between these retrievals and those from the conically scanned Advanced Microwave Scanning Radiometer for the Earth Observing System instrument and an alternate NOAA AMSU algorithm are also characterized.
机译:本文评估了本文第一部分中介绍的高级微波探测单元(AMSU)的全球降水率检索算法的性能。 AMSU在几只国家海洋和大气管理局(NOAA)的运行气象卫星上处于极轨道。根据15公里的分辨率(0.5-1.0-mm / h MM5真值)预测的均方根检索误差分别为层状,暖雨,无冰雨和对流雨的0.88、0.83、1.13和3.04,在陆地和海洋的所有视角均不超过73个纬度。对于4-8 mm / h的MM5速率,这些均方根误差分别增加到2.8、3.4、3.9和4.9 mm / h。 MM5的水流星雨路径在雨水,积雪和雨滴之间的相应有效值取值精度分别在0.125和0.25 mm之间,分别为0.19、0.10和0.22 mm。在0.125-0.25-m / s的峰值垂直风中,均方根检索精度为0.08 m / s。尽管累积对流降水率概率分布的向上修正因子为1.37,但对于累积降水估算的偏差很小。还描述了这些取回物与圆锥形扫描的地球观测系统仪器的高级微波扫描辐射计和另一种NOAA AMSU算法之间的区别。

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