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Verification of the ECMWF ensemble forecasts of wind speed against analyses and observations

机译:根据分析和观察结果验证ECMWF风速集合预报

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摘要

A framework for the verification of ensemble forecasts of near-surface wind speed is described. It is based on existing scores and diagnostic tools, though considering observations from synoptic stations as reference instead of the analysis. This approach is motivated by the idea of having a user-oriented view of verification, for instance with the wind power applications in mind. The verification framework is specifically applied to the case of ECMWF ensemble forecasts and over Europe. Dynamic climatologies are derived at the various stations, serving as a benchmark. The impact of observational uncertainty on scores and diagnostic tools is also considered. The interest of this framework is demonstrated from its application to the routine evaluation of ensemble forecasts and to the assessment of the quality improvements brought in by the recent change in horizontal resolution of the ECMWF ensemble prediction system. The most important conclusions cover (1) the generally high skill of these ensemble forecasts of near-surface wind speed when evaluated at synoptic stations, (2) the noteworthy improvement of scores brought by the change of horizontal resolution, and, (3) the scope for further improvements of reliability and skill of wind speed ensemble forecasts by appropriate post-processing.
机译:描述了验证近地表风速集合预报的框架。尽管考虑到天气观测站的观测值作为参考而非分析,但它基于现有的分数和诊断工具。这种方法是基于具有面向用户的验证视图的想法,例如考虑了风力发电应用。验证框架专门应用于ECMWF集合预报和整个欧洲。在各个站点得出动态气候,以此作为基准。还考虑了观察不确定性对分数和诊断工具的影响。从该框架在整体预报的常规评估以及对ECMWF整体预报系统水平分辨率的最新变化带来的质量改进评估中的应用中,可以证明该框架的重要性。最重要的结论包括:(1)在天气观测站进行评估时,这些综合的近地表风速预报通常具有很高的技巧;(2)水平分辨率变化带来的分数显着提高;以及(3)通过适当的后处理进一步提高风速集合预报的可靠性和技巧的范围。

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