Toward a seasonal precipitation prediction system for West Africa: Performance of CFSv2 and high-resolution dynamical downscaling

被引:48
作者
Siegmund, Jonatan [1 ,2 ]
Bliefernicht, Jan [2 ]
Laux, Patrick [1 ]
Kunstmann, Harald [1 ,2 ]
机构
[1] Karlsruhe Inst Technol, Inst Meteorol & Climate Res, Atmospher Environm Res IMK IFU, Garmisch Partenkirchen, Germany
[2] Univ Augsburg, Chair Reg Climate & Hydrol, D-86159 Augsburg, Germany
关键词
seasonal prediction; West Africa; WRF; downscaling; precipitation; CFSv2; Statistical bias correction; REGIONAL ONSET; CLIMATE-CHANGE; VOLTA BASIN; MODEL; FORECASTS; DROUGHT; MONSOON; PREDICTABILITY; CONVECTION; SUMMER;
D O I
10.1002/2014JD022692
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Seasonal precipitation forecasts are important sources of information for early drought and famine warnings in West Africa. This study presents an assessment of the monthly precipitation forecast of the Climate Forecast System version 2 (CFSv2) for three agroecological zones (Sudan-Sahel, Sudan, and Guinean zone) of the Volta Basin. The CFSv2 performance is evaluated for the Sahel drought 1983 and for all August months of the reforecast period (1982-2009) with lead times up to 8months using a quantile-quantile transformation for bias correction. In addition, an operational experiment is performed for the rainy season 2013 to analyze the performance of a dynamical downscaling approach for this region. Twenty-two CFSv2 ensemble members initialized in February 2013 are transferred to a resolution of 10kmx10km using the Weather and Research Forecasting (WRF) model. Since the uncorrected CFSv2 precipitation forecasts are characterized by a high uncertainty (up to 175% of the observed variability), the quantile-quantile transformation can clearly reduce this overestimation with the potential to provide skillful and valuable early warnings of precipitation deficits and excess up to 6months in ahead, particularly for the Sudan-Sahel zone. The operational experiment illustrates that CFSv2-WRF can reduce the CFSv2 uncertainty (up to 69%) for monthly precipitation and the onset of the rainy season but has still strong deficits regarding the northward progression of the rain belt. Further studies are necessary for a more robust assessment of the techniques applied in this study to confirm these promising outcomes.
引用
收藏
页码:7316 / 7339
页数:24
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