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DOI10.5194/he-22-5041-2018
Seasonal drought prediction for semiarid northeastern Brazil: Verification of six hydro-meteorological forecast products
Delgado J.M.; Voß S.; Bürger G.; Vormoor K.; Murawski A.; Pereira J.M.R.; Martins E.; Vasconcelos Júnior F.; Francke T.
发表日期2018
ISSN1027-5606
起始页码5041
结束页码5056
卷号22期号:9
英文摘要A set of seasonal drought forecast models was aßeßed and verified for the Jaguaribe River in semiarid northeastern Brazil. Meteorological seasonal forecasts were provided by the operational forecasting system used at FUNCEME (Ceará's research foundation for meteorology) and by the European Centre for Medium-Range Weather Forecasts (ECMWF). Three downscaling approaches (empirical quantile mapping, extended downscaling and weather pattern claßification) were tested and combined with the models in hindcast mode for the period 1981 to 2014. The forecast ißue time was January and the forecast period was January to June. Hydrological drought indices were obtained by fitting a multivariate linear regreßion to observations. In short, it was poßible to obtain forecasts for (a) monthly precipitation, (b) meteorological drought indices, and (c) hydrological drought indices.

The skill of the forecasting systems was evaluated with regard to root mean square error (RMSE), the Brier skill score (Bß) and the relative operating characteristic skill score (ROCß). The tested forecasting products showed similar performance in the analyzed metrics. Forecasts of monthly precipitation had little or no skill considering RMSE and mostly no skill with Bß. A similar picture was seen when forecasting meteorological drought indices: low skill regarding RMSE and Bß and significant skill when discriminating hit rate and false alarm rate given by the ROCß (forecasting drought events of, e.g., SPEI1 showed a ROCß of around 0.5). Regarding the temporal variation of the forecast skill of the meteorological indices, it was greatest for April, when compared to the remaining months of the rainy season, while the skill of reservoir volume forecasts decreased with lead time. This work showed that a multi-model ensemble can forecast drought events of timescales relevant to water managers in northeastern Brazil with skill. But no or little skill could be found in the forecasts of monthly precipitation or drought indices of lower scales, like SPI1. Both this work and those here revisited showed that major steps forward are needed in forecasting the rainy season in northeastern Brazil. © Author(s) 2018.

语种英语
scopus关键词Drought; Mean square error; Reservoirs (water); European centre for medium-range weather forecasts; Hydrological droughts; Meteorological drought; Meteorological index; Multi-model ensemble; Operational forecasting; Relative operating characteristics; Root mean square errors; Weather forecasting
来源期刊Hydrology and Earth System Sciences
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/159903
作者单位Delgado, J.M., Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, Germany; Voß, S., Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, Germany; Bürger, G., Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, Germany; Vormoor, K., Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, Germany; Murawski, A., German Research Centre of Geosciences GFZ Potsdam, Potsdam, Germany; Pereira, J.M.R., Research Institute for Meteorology and Water Resources - FUNCEME, Fortaleza, Brazil; Martins, E., Research Institute for Meteorology and Water Resources - FUNCEME, Fortaleza, Brazil; Vasconcelos Júnior, F., Research Institute for Meteorology and Water Resources - FUNCEME, Fortaleza, Brazil; Francke, T., Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, Germany
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GB/T 7714
Delgado J.M.,Voß S.,Bürger G.,et al. Seasonal drought prediction for semiarid northeastern Brazil: Verification of six hydro-meteorological forecast products[J],2018,22(9).
APA Delgado J.M..,Voß S..,Bürger G..,Vormoor K..,Murawski A..,...&Francke T..(2018).Seasonal drought prediction for semiarid northeastern Brazil: Verification of six hydro-meteorological forecast products.Hydrology and Earth System Sciences,22(9).
MLA Delgado J.M.,et al."Seasonal drought prediction for semiarid northeastern Brazil: Verification of six hydro-meteorological forecast products".Hydrology and Earth System Sciences 22.9(2018).
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