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首页> 外文期刊>International Journal of Climatology: A Journal of the Royal Meteorological Society >A hybrid procedure for classifying synoptic weather types for Louisiana, USA
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A hybrid procedure for classifying synoptic weather types for Louisiana, USA

机译:美国路易斯安那州天气天气类型分类的混合程序

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摘要

A hybrid synoptic classification procedure for classifying Louisiana weather types based on the manual Muller system is presented. This procedure produces a synoptic classification system for Louisiana that harnesses the strengths of both manual and automated classifications, while eliminating the weaknesses. The Muller weather types archive from 1981 to 2001 is used in conjunction with the National Center for Atmospheric Research (NCAR)/National Centers for Environmental Prediction (NCEP) Reanalysis dataset to develop sea level pressure composites for each Muller weather type. The composites are used as seeds in an automated correlation-based algorithm to generate weather types from 1981 to 2001. Results of the automated procedure are compared to the Muller weather type catalog. Despite systematic differences between the two classifications, including the inability of the hybrid procedure to identify frontal placement, the hybrid classification correctly matched the Muller weather type for 52% of the seed days. In addition, the automated catalog captured the seasonal distribution and interannual variability of the Muller types remarkably well. The hybrid synoptic weather classification system applied to weather properties at Shreveport and New Orleans showed significant differences between weather types. The automated procedure does not replicate the Muller weather type classification exactly; however, it is homogenous within itself and has value for describing the variability of surface weather in Louisiana. In fact, it is arguably advantageous for some applications, owing to its objectivity, speed, and reproducibility.
机译:提出了一种基于人工穆勒系统的路易斯安那州天气类型分类的混合天气分类程序。此过程为路易斯安那州创建了天气分类系统,该系统利用了手动分类和自动分类的优点,同时消除了这些缺点。 1981年至2001年的穆勒天气类型档案与国家大气研究中心(NCAR)/国家环境预测中心(NCEP)重新分析数据集结合使用,为每种穆勒天气类型开发了海平面压力复合资料。在基于自动相关性的算法中,将复合材料用作种子,以生成1981年至2001年的天气类型。将自动过程的结果与Muller天气类型目录进行比较。尽管两个分类之间存在系统差异,包括无法识别正面位置的混合程序,但混合分类正确地匹配了52%种子天的Muller天气类型。此外,自动目录很好地记录了穆勒类型的季节性分布和年际变化。应用于什里夫波特和新奥尔良天气特性的混合天气天气分类系统显示出不同天气类型之间的显着差异。自动化程序无法完全复制穆勒天气类型分类;但是,它本身具有同质性,对于描述路易斯安那州地表天气的变化具有价值。实际上,由于其客观性,速度和可重复性,对于某些应用程序来说,它无疑是有利的。

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