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DOI | 10.1007/s00382-018-4150-2 |
Errors and uncertainties in regional climate simulations of rainfall variability over Tunisia: a multi-model and multi-member approach | |
Fathalli B.; Pohl B.; Castel T.; Safi M.J. | |
发表日期 | 2019 |
ISSN | 0930-7575 |
起始页码 | 335 |
结束页码 | 361 |
卷号 | 52期号:2020-01-02 |
英文摘要 | Temporal and spatial variability of rainfall over Tunisia (at 12 km spatial resolution) is analyzed in a multi-year (1992–2011) ten-member ensemble simulation performed using the WRF model, and a sample of regional climate hindcast simulations from Euro-CORDEX. RCM errors and skills are evaluated against a dense network of local rain gauges. Uncertainties arising, on the one hand, from the different model configurations and, on the other hand, from internal variability are furthermore quantified and ranked at different timescales using simple spread metrics. Overall, the WRF simulation shows good skill for simulating spatial patterns of rainfall amounts over Tunisia, marked by strong altitudinal and latitudinal gradients, as well as the rainfall interannual variability, in spite of systematic errors. Mean rainfall biases are wet in both DJF and JJA seasons for the WRF ensemble, while they are dry in winter and wet in summer for most of the used Euro-CORDEX models. The sign of mean annual rainfall biases over Tunisia can also change from one member of the WRF ensemble to another. Skills in regionalizing precipitation over Tunisia are season dependent, with better correlations and weaker biases in winter. Larger inter-member spreads are observed in summer, likely because of (1) an attenuated large-scale control on Mediterranean and Tunisian climate, and (2) a larger contribution of local convective rainfall to the seasonal amounts. Inter-model uncertainties are globally stronger than those attributed to model’s internal variability. However, inter-member spreads can be of the same magnitude in summer, emphasizing the important stochastic nature of the summertime rainfall variability over Tunisia. © 2018, Springer-Verlag GmbH Germany, part of Springer Nature. |
英文关键词 | Euro-CORDEX; Rainfall variability; Tunisia; Uncertainties; WRF ensemble |
语种 | 英语 |
scopus关键词 | climate modeling; computer simulation; ensemble forecasting; error analysis; hindcasting; numerical model; rainfall; raingauge; regional climate; uncertainty analysis; weather forecasting; Tunisia |
来源期刊 | Climate Dynamics
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/146593 |
作者单位 | Université de Tunis El Manar, Ecole Nationale d’Ingénieurs de Tunis, Tunis, Tunisia; Centre de Recherches de Climatologie, UMR6282 Biogéosciences, CNRS/Université de Bourgogne Franche-Comté, Dijon, France |
推荐引用方式 GB/T 7714 | Fathalli B.,Pohl B.,Castel T.,et al. Errors and uncertainties in regional climate simulations of rainfall variability over Tunisia: a multi-model and multi-member approach[J],2019,52(2020-01-02). |
APA | Fathalli B.,Pohl B.,Castel T.,&Safi M.J..(2019).Errors and uncertainties in regional climate simulations of rainfall variability over Tunisia: a multi-model and multi-member approach.Climate Dynamics,52(2020-01-02). |
MLA | Fathalli B.,et al."Errors and uncertainties in regional climate simulations of rainfall variability over Tunisia: a multi-model and multi-member approach".Climate Dynamics 52.2020-01-02(2019). |
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