GSTDTAP  > 气候变化
DOI10.1002/joc.6045
Weights for general circulation models from CMIP3/CMIP5 in a statistical downscaling framework and the impact on future Mediterranean precipitation
Kaspar-Ott, Irena1; Hertig, Elke1; Kaspar, Severin1; Pollinger, Felix2; Ring, Christoph2; Paeth, Heiko2; Jacobeit, Jucundus1
2019-06-30
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2019
卷号39期号:8页码:3639-3654
文章类型Article
语种英语
国家Germany
英文摘要

This study investigates the projected precipitation changes of the 21st century in the Mediterranean area with a model ensemble of all available CMIP3 and CMIP5 data based on four different scenarios. The large spread of simulated precipitation change signals underlines the need of an evaluation of the individual general circulation models in order to give higher weights to better and lower weights to worse performing models. The models' spread comprises part of the internal climate variability, but is also due to the differing skills of the circulation models. The uncertainty resulting from the latter is the aim of our weighting approach. Each weight is based on the skill to simulate key predictor variables in context of large and medium scale atmospheric circulation patterns within a statistical downscaling framework for the Mediterranean precipitation. Therefore, geopotential heights, sea level pressure, atmospheric layer thickness, horizontal wind components and humidity data at several atmospheric levels are considered. The novelty of this metric consists in avoiding the use of the precipitation data by itself for the weighting process, as state-of-the-art models still have major deficits in simulating precipitation. The application of the weights on the downscaled precipitation changes leads to more reliable and precise change signals in some Mediterranean sub-regions and seasons. The model weights differ between sub-regions and seasons, however, a clear sequence from better to worse models for the representation of precipitation in the Mediterranean area becomes apparent.


英文关键词CMIP3 CMIP5 Mediterranean area precipitation statistical downscaling weights
领域气候变化
收录类别SCI-E
WOS记录号WOS:000474160800016
WOS关键词CLIMATE-CHANGE PROJECTIONS ; UNCERTAINTY ; ENSEMBLE ; CMIP5
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/184316
专题气候变化
作者单位1.Univ Augsburg, Inst Geog, Alter Postweg 118, D-86159 Augsburg, Germany;
2.Univ Wurzburg, Inst Geog & Geol, Wurzburg, Germany
推荐引用方式
GB/T 7714
Kaspar-Ott, Irena,Hertig, Elke,Kaspar, Severin,et al. Weights for general circulation models from CMIP3/CMIP5 in a statistical downscaling framework and the impact on future Mediterranean precipitation[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2019,39(8):3639-3654.
APA Kaspar-Ott, Irena.,Hertig, Elke.,Kaspar, Severin.,Pollinger, Felix.,Ring, Christoph.,...&Jacobeit, Jucundus.(2019).Weights for general circulation models from CMIP3/CMIP5 in a statistical downscaling framework and the impact on future Mediterranean precipitation.INTERNATIONAL JOURNAL OF CLIMATOLOGY,39(8),3639-3654.
MLA Kaspar-Ott, Irena,et al."Weights for general circulation models from CMIP3/CMIP5 in a statistical downscaling framework and the impact on future Mediterranean precipitation".INTERNATIONAL JOURNAL OF CLIMATOLOGY 39.8(2019):3639-3654.
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