Seasonal drought predictions in the Mediterranean using the SPEI index: Paving the way for their operational applicability in climate services

IF 4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Swen Brands , Maialen Iturbide , Jaime Díez González-Pardo , Sixto Herrera , Joaquín Bedia , Rodrigo Manzanas , Esteban Rodríguez-Guisado , Santiago Beguería , Sergio M. Vicente-Serrano , José Manuel Gutiérrez
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引用次数: 0

Abstract

We evaluate different methodological choices for seasonal drought prediction over the Mediterranean region with the multi-dimensional Standardised Evapotranspiration Precipitation Index accumulated over a 3-month time-scale (SPEI-3), based on the ECMWF SEAS5.1 operational prediction system. We analyse two strategies for constructing the index backfilling data prior to model initialization, using real-time quasi-observations from the ERA5 reanalysis (SPEI-3-R), or model data from previous initializations of the same prediction system (SPEI-3-M), and show that model skill is sensitive to these methodological choices. The long 42-year hindcast/prediction record available for this model (1981–2022) allows for a robust skill assessment. A window of significant skill, extending from May to October, is detected over the Iberian Peninsula. This window arises from the cumulative and multivariate nature of the index and cannot entirely be explained by the individual skill of the components, nor by the warming trend during the validation period. Based on these results, seasonal drought predictions relying on the SPEI are currently being enabled in the framework of a new generation of climate services developed in Spain. These go beyond alternative applications available to-date, which usually rely on simpler indices and/or shorter model verification periods.
利用SPEI指数进行地中海季节性干旱预测:为其在气候服务中的业务适用性铺平道路
基于ECMWF SEAS5.1业务预报系统,利用3个月时间尺度的多维标准化蒸散发降水指数(SPEI-3)对地中海地区季节性干旱预测的不同方法选择进行了评价。我们分析了在模型初始化之前构建索引回填数据的两种策略,即使用ERA5再分析的实时准观测数据(SPEI-3-R),或使用同一预测系统先前初始化的模型数据(SPEI-3-M),并表明模型技能对这些方法选择很敏感。该模型可获得的长达42年的预测记录(1981-2022)允许进行可靠的技能评估。从5月到10月,在伊比利亚半岛上空发现了一个重要的技能窗口。这个窗口期产生于指数的累积和多元性质,不能完全用各成分的个别技能来解释,也不能用验证期内的变暖趋势来解释。基于这些结果,基于SPEI的季节性干旱预测目前正在西班牙开发的新一代气候服务的框架内实现。这些超越了目前可用的替代应用程序,后者通常依赖于更简单的索引和/或更短的模型验证周期。
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来源期刊
Climate Services
Climate Services Multiple-
CiteScore
5.30
自引率
15.60%
发文量
62
期刊介绍: The journal Climate Services publishes research with a focus on science-based and user-specific climate information underpinning climate services, ultimately to assist society to adapt to climate change. Climate Services brings science and practice closer together. The journal addresses both researchers in the field of climate service research, and stakeholders and practitioners interested in or already applying climate services. It serves as a means of communication, dialogue and exchange between researchers and stakeholders. Climate services pioneers novel research areas that directly refer to how climate information can be applied in methodologies and tools for adaptation to climate change. It publishes best practice examples, case studies as well as theories, methods and data analysis with a clear connection to climate services. The focus of the published work is often multi-disciplinary, case-specific, tailored to specific sectors and strongly application-oriented. To offer a suitable outlet for such studies, Climate Services journal introduced a new section in the research article type. The research article contains a classical scientific part as well as a section with easily understandable practical implications for policy makers and practitioners. The journal''s focus is on the use and usability of climate information for adaptation purposes underpinning climate services.
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