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DOI | 10.5194/hess-24-2671-2020 |
Uncovering the shortcomings of a weather typing method | |
Van Uytven E.; De Niel J.; Willems P. | |
发表日期 | 2020 |
ISSN | 1027-5606 |
起始页码 | 2671 |
结束页码 | 2686 |
卷号 | 24期号:5 |
英文摘要 | In recent years many methods for statistical downscaling of the precipitation climate model outputs have been developed. Statistical downscaling is performed under general and method-specific (structural) assumptions but those are rarely evaluated simultaneously. This paper illustrates the verification and evaluation of the downscaling assumptions for a weather typing method. Using the observations and outputs of a global climate model ensemble, the skill of the method is evaluated for precipitation downscaling in central Belgium during the winter season (December to February). Shortcomings of the studied method have been uncovered and are identified as biases and a time-variant predictor-predictand relationship. The predictor-predictand relationship is found to be informative for historical observations but becomes inaccurate for the projected climate model output. The latter inaccuracy is explained by the increased importance of the thermodynamic processes in the precipitation changes. The results therefore question the applicability of the weather typing method for the case study location. Besides the shortcomings, the results also demonstrate the added value of the Clausius-Clapeyron relationship for precipitation amount scaling. The verification and evaluation of the downscaling assumptions are a tool to design a statistical downscaling ensemble tailored to end-user needs. © 2020 Institute of Electrical and Electronics Engineers Inc.. All rights reserved. |
语种 | 英语 |
scopus关键词 | Earth sciences; Hydrology; Clausius-Clapeyron relationship; Down-scaling; Global climate model; Historical observation; Precipitation change; Statistical downscaling; Thermodynamic process; Winter seasons; Climate models; climate modeling; downscaling; global climate; observational method; precipitation (climatology); prediction; thermodynamics; winter; Belgium |
来源期刊 | Hydrology and Earth System Sciences
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/159395 |
作者单位 | Van Uytven, E., Department of Civil Engineering, Hydraulics Section, KU Leuven, Kasteelpark 40, box 2448, Leuven, 3001, Belgium; De Niel, J., Department of Civil Engineering, Hydraulics Section, KU Leuven, Kasteelpark 40, box 2448, Leuven, 3001, Belgium; Willems, P., Department of Civil Engineering, Hydraulics Section, KU Leuven, Kasteelpark 40, box 2448, Leuven, 3001, Belgium, Department of Hydrology and Hydraulic Engineering, Vrije Universiteit Brussel, Pleinlaan 2, Brussels, 1050, Belgium |
推荐引用方式 GB/T 7714 | Van Uytven E.,De Niel J.,Willems P.. Uncovering the shortcomings of a weather typing method[J],2020,24(5). |
APA | Van Uytven E.,De Niel J.,&Willems P..(2020).Uncovering the shortcomings of a weather typing method.Hydrology and Earth System Sciences,24(5). |
MLA | Van Uytven E.,et al."Uncovering the shortcomings of a weather typing method".Hydrology and Earth System Sciences 24.5(2020). |
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