Seasonal forecasts of the rainy season onset over Africa: Preliminary results from the FOCUS-Africa project

被引:3
|
作者
Zampieri, Matteo [1 ,2 ]
Toreti, Andrea [1 ]
Meroni, Michele [1 ]
Bojovic, Dragana [3 ]
Octenjak, Sara [3 ]
Marcos-Matamoros, Raill [3 ,4 ]
Materia, Stefano [3 ,5 ]
Chang'a, Ladislaus [1 ,6 ]
Merchades, Mecklina [6 ]
Montero, Maria del Mar Chaves [7 ]
Rembold, Felix [1 ]
Troccoli, Alberto [8 ]
Roy, Indrani [9 ]
Hoteit, Ibrahim [2 ]
机构
[1] European Commiss, Joint Res Ctr JRC, Ispra, Italy
[2] King Abdullah Univ Sci & Technol KAUST, Thuwal, Saudi Arabia
[3] Barcelona Supercomp Ctr BSC, Barcelona, Spain
[4] Univ Barcelona, Barcelona, Spain
[5] Euromediterranean Ctr Climate Change CMCC, Bologna, Italy
[6] Tanzania Meteorol Agcy TMA, Dar Es Salaam, Tanzania
[7] Univ Bologna, Bologna, Italy
[8] World Energy & Meteorol Council WEMC, Norwich, England
[9] UCL, London, England
关键词
Climate service; Copernicus; Seasonal forecasts; Rain season onset; Climate information; Co-development; SOIL-MOISTURE; CLIMATE; PREDICTABILITY; PRECIPITATION; CESSATION; WEATHER;
D O I
10.1016/j.cliser.2023.100417
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Precipitation seasonality is the main factor controlling vegetation phenology in many tropical and subtropical regions. Anticipating the rain onset is of paramount importance for field preparation and seeding. This is of particular importance in various African countries that rely on agriculture as a main source of food, subsistence and income. In such countries, skilful and accurate onset forecasts could also inform early warning and early actions, such as aids logistics planning, for food security. Here, we assess the skill of the seasonal forecast data provided by the Copernicus Climate Change Service in predicting the rain onset over Africa. The skill, i.e. the accuracy of the seasonal forecasts simulation ensemble compared to the climatology, is computed in a probabilistic fashion by accounting for the frequencies of normal, early and late onsets predicted by the forecast system. We compute the skill using the hindcasts (forecast simulations conducted for the past) starting at the beginning of each month in the period 1993-2016. We detect the onset timing of the rainy season using a nonparametric method that accounts for double seasonality and is suitable for the specific time-window of the seasonal forecast simulations. We find positive skills in some key African agricultural regions some months in advance. Overall, the multi-model ensemble outperforms any individual model ensemble. We provide targeted recommendations to develop a useful climate service for the agricultural sector in Africa.
引用
收藏
页数:13
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