GSTDTAP  > 气候变化
DOI10.1002/2016JD025878
Comparing Australian heat waves in the CMIP5 models through cluster analysis
Gibson, Peter B.1,2; Perkins-Kirkpatrick, Sarah E.1,2; Alexander, Lisa V.1,2; Fischer, Erich M.3
2017-03-27
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
ISSN2169-897X
EISSN2169-8996
出版年2017
卷号122期号:6
文章类型Article
语种英语
国家Australia; Switzerland
英文摘要

Quantitative projections of climate extremes on local to regional scales are highly valuable for planners and decision makers and necessary for effective local climate change adaptation. However, in contrast to the model robustness of simulated extremes at the global scale, the robustness in simulating past and future extremes often diminishes over finer spatial scales. In this study we analyze heat waves simulated by state-of-the-art global climate models over the Australian region. For the first time we present results explicitly detailing the model spread in simulated heat wave trends and climatology for this region for the recent past (1958-2005). As expected, large intermodel spread is observed at the local to regional scale for both heat wave trends and climatology. By analyzing multiple initial condition runs from individual models, we show that model internal variability strongly influences the spatial patterns of heat wave trends, while intermodel differences in heat wave climatology appear more influenced by model uncertainty. From a model evaluation perspective, cluster analysis is shown to be useful in characterizing robust spatial features of heat waves simulated by the models. In contrast to the multimodel mean, where uncorrelated spatial features tend to be averaged out, cluster composites preserve these features. Since previous examinations have tended to focus on the multimodel mean the extent of model spread may have been overlooked. Further examination of the processes that lead to model differences and biases is needed.


英文关键词heat extremes heat waves model evaluation hierarchical cluster analysis model independence multimodel mean
领域气候变化
收录类别SCI-E
WOS记录号WOS:000399655200006
WOS关键词ACCESS COUPLED MODEL ; CLIMATE MODELS ; DATA SET ; TEMPERATURE ; TRENDS ; PROJECTIONS ; EXTREMES ; MECHANISMS ; EVOLUTION ; SYSTEMS
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
被引频次:22[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/33118
专题气候变化
作者单位1.Univ New South Wales, Climate Change Res Ctr, Sydney, NSW, Australia;
2.Univ New South Wales, ARC Ctr Excellence Climate Syst Sci, Sydney, NSW, Australia;
3.Inst Atmospher & Climate Sci, Zurich, Switzerland
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GB/T 7714
Gibson, Peter B.,Perkins-Kirkpatrick, Sarah E.,Alexander, Lisa V.,et al. Comparing Australian heat waves in the CMIP5 models through cluster analysis[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2017,122(6).
APA Gibson, Peter B.,Perkins-Kirkpatrick, Sarah E.,Alexander, Lisa V.,&Fischer, Erich M..(2017).Comparing Australian heat waves in the CMIP5 models through cluster analysis.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,122(6).
MLA Gibson, Peter B.,et al."Comparing Australian heat waves in the CMIP5 models through cluster analysis".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 122.6(2017).
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