2018-2020年东非3-5月季节亚季节极端降雨的驱动因素及其在ECMWF预报中的体现

IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Masilin Gudoshava, Patricia Nyinguro, Joshua Talib, Caroline Wainwright, Anthony Mwanthi, Linda Hirons, Felipe de Andrade, Joseph Mutemi, Wilson Gitau, Elisabeth Thompson, Jemimah Gacheru, John Marsham, Hussen Seid Endris, Steven Woolnough, Zewdu Segele, Zachary Atheru, Guleid Artan
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引用次数: 0

摘要

近年来,东非受到干旱和洪水等极端气候事件的严重影响。在一个人们的生计严重依赖气候条件的地区,极端水文气象事件会加剧现有的脆弱性。例如,2019 年 3 月至 5 月雨季期间的降雨减少导致了严重的粮食不安全。为了加强对预测极端事件的防范,评估降雨预测及其预测模型中的已知驱动因素至关重要。在本研究中,我们采用案例研究的方法,评估了 2018 年、2019 年和 2020 年 3-5 月雨季的驱动因素。我们使用欧洲中期天气预报中心(ECMWF)的观测数据、再分析数据和预测数据来识别和评估降雨驱动因素。2018 年和 2020 年 3 月至 5 月期间的极端降雨与第 1-4 阶段活跃的马登-朱利安涛动(MJO)或/和马达加斯加东部的热带气旋有关。另一方面,2019 年 3 月至 5 月的干旱 MAM 季节(包括降雨开始时间推迟)与马达加斯加以西的热带气旋有关。总体而言,虽然 ECMWF 预测正确捕捉到了异常降雨的时间变化,但它们通常低估了降雨强度。进一步分析表明,低估的降雨量与预测的 MJO 偏弱以及热带气旋的位置和强度误差有关。采用案例研究的方法促使我们进一步研究,以确定如何最好地应用我们对降雨驱动因素的理解。通过有效传播,降雨驱动因素和预报不确定性的知识将为备灾行动提供信息,并减少气候导致的社会和经济后果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Drivers of sub-seasonal extreme rainfall and their representation in ECMWF forecasts during the Eastern African March-to-May seasons of 2018–2020

Drivers of sub-seasonal extreme rainfall and their representation in ECMWF forecasts during the Eastern African March-to-May seasons of 2018–2020

In recent years, Eastern Africa has been severely impacted by extreme climate events such as droughts and flooding. In a region where people's livelihoods are heavily dependent on climate conditions, extreme hydrometeorological events can exacerbate existing vulnerabilities. For example, suppressed rainfall during the March to May 2019 rainy season led to substantial food insecurity. In order to enhance preparedness against forecasted extreme events, it is critical to assess rainfall predictions and their known drivers in forecast models. In this study, we take a case study approach and evaluate drivers during March to May seasons of 2018, 2019 and 2020. We use observations, reanalysis and predictions from the European Centre for Medium-Range Weather Forecasts (ECMWF) to identify and evaluate rainfall drivers. Extreme rainfall during March to May 2018 and 2020 was associated with an active Madden–Julian Oscillation (MJO) in Phases 1–4, or/and a tropical cyclone to the east of Madagascar. On the other hand, the dry 2019 March to May MAM season, which included a delayed rainfall onset, was associated with tropical cyclones to the west of Madagascar. In general, whilst ECMWF forecasts correctly capture temporal variations in anomalous rainfall, they generally underestimate rainfall intensities. Further analysis shows that underestimated rainfall is linked to a weak forecasted MJO and errors in the location and intensity of tropical cyclones. Taking a case study approach motivates further study to determine the best application of our understanding of rainfall drivers. Communicated effectively, knowledge of rainfall drivers and forecast uncertainty will inform preparedness actions and reduce climate-driven social and economic consequences.

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来源期刊
Meteorological Applications
Meteorological Applications 地学-气象与大气科学
CiteScore
5.70
自引率
3.70%
发文量
62
审稿时长
>12 weeks
期刊介绍: The aim of Meteorological Applications is to serve the needs of applied meteorologists, forecasters and users of meteorological services by publishing papers on all aspects of meteorological science, including: applications of meteorological, climatological, analytical and forecasting data, and their socio-economic benefits; forecasting, warning and service delivery techniques and methods; weather hazards, their analysis and prediction; performance, verification and value of numerical models and forecasting services; practical applications of ocean and climate models; education and training.
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