Harmonization and Verification of Three National European Icing Forecast Models Using Pilot Reports

IF 2.1 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Advances in Meteorology Pub Date : 2022-05-26 DOI:10.1155/2022/7920779
C. Knigge, K. Bennett, C. Le Bot, Mara Gehlen-Zeller, S. Koos
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Abstract

The Single European Sky Air Traffic Management Research (SESAR) program aims at modernizing and harmonizing the European airspace, which currently has a strongly fragmented character. Besides turbulence and convection, in-flight icing is part of SESAR and can be seen as one of the most important meteorological phenomena, which may lead to hazardous flight conditions for aircraft. In this study, several methods with varying complexities are analyzed for combining three individual in-flight icing forecasts based on numerical weather prediction models from Deutscher Wetterdienst, Météo-France, and Met Office. The optimal method will then be used to operate one single harmonized in-flight icing forecast over Europe. As verification data, pilot reports (PIREPs) are used, which provide information about hazardous weather and are currently the only direct regular measure of in-flight icing events available. In order to assess the individual icing forecasts and the resulting combinations, the probability of detection skill score is calculated based on multicategory contingency tables for the forecast icing intensities. The scores are merged into a single skill score to give an overview of the quality of the icing forecast and enable comparison of the different model combination approaches. The concluding results show that the most complex combination approach, which uses iteratively optimized weighting factors for each model, provides the best forecast quality according to the PIREPs. The combination of the three icing forecasts results in a harmonized icing forecast that exceeds the skill of each individual icing forecast, thus providing an improvement to in-flight icing forecasts over Europe.
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三种欧洲国家结冰预报模式的统一与验证
单一欧洲天空空中交通管理研究(SESAR)计划旨在实现欧洲空域的现代化和统一,目前欧洲空域具有高度分散的特点。除了湍流和对流,飞行中结冰也是SESAR的一部分,可以被视为最重要的气象现象之一,这可能会导致飞机的危险飞行条件。在这项研究中,基于Deutscher Wetterdienst、Météo-France和Met Office的数值天气预测模型,分析了几种具有不同复杂性的方法,以结合三种单独的飞行结冰预测。然后,将使用最佳方法在欧洲上空进行一次统一的飞行结冰预测。作为验证数据,使用了飞行员报告(PIREP),该报告提供了有关危险天气的信息,是目前唯一可用的飞行结冰事件的直接定期测量。为了评估单个结冰预测和由此产生的组合,基于预测结冰强度的多类别列联表来计算检测技能得分的概率。将这些分数合并为单个技能分数,以概述结冰预测的质量,并能够比较不同的模型组合方法。结论结果表明,最复杂的组合方法,即对每个模型使用迭代优化的加权因子,根据PIREP提供了最佳的预测质量。三个结冰预报的结合产生了一个统一的结冰预报,超过了每个单独结冰预报的能力,从而改进了欧洲上空的飞行结冰预报。
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来源期刊
Advances in Meteorology
Advances in Meteorology 地学天文-气象与大气科学
CiteScore
5.30
自引率
3.40%
发文量
80
审稿时长
>12 weeks
期刊介绍: Advances in Meteorology is a peer-reviewed, Open Access journal that publishes original research articles as well as review articles in all areas of meteorology and climatology. Topics covered include, but are not limited to, forecasting techniques and applications, meteorological modeling, data analysis, atmospheric chemistry and physics, climate change, satellite meteorology, marine meteorology, and forest meteorology.
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