GSTDTAP  > 气候变化
DOI10.1002/2017GL075674
Winter Precipitation Forecast in the European and Mediterranean Regions Using Cluster Analysis
Totz, Sonja1,2; Tziperman, Eli3,4; Coumou, Dim5; Pfeiffer, Karl6; Cohen, Judah6
2017-12-28
发表期刊GEOPHYSICAL RESEARCH LETTERS
ISSN0094-8276
EISSN1944-8007
出版年2017
卷号44期号:24
文章类型Article
语种英语
国家Germany; USA; Netherlands
英文摘要

The European climate is changing under global warming, and especially the Mediterranean region has been identified as a hot spot for climate change with climate models projecting a reduction in winter rainfall and a very pronounced increase in summertime heat waves. These trends are already detectable over the historic period. Hence, it is beneficial to forecast seasonal droughts well in advance so that water managers and stakeholders can prepare to mitigate deleterious impacts. We developed a new cluster-based empirical forecast method to predict precipitation anomalies in winter. This algorithm considers not only the strength but also the pattern of the precursors. We compare our algorithm with dynamic forecast models and a canonical correlation analysis-based prediction method demonstrating that our prediction method performs better in terms of time and pattern correlation in the Mediterranean and European regions.


英文关键词precipitation anomaly seasonal forecast cluster analysis
领域气候变化
收录类别SCI-E
WOS记录号WOS:000422954700012
WOS关键词CLIMATE-CHANGE ; NORTHERN-HEMISPHERE ; SURFACE-TEMPERATURE ; VARIABILITY ; PREDICTION ; ANOMALIES ; SUMMER ; SHIFTS ; SKILL
WOS类目Geosciences, Multidisciplinary
WOS研究方向Geology
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/27652
专题气候变化
作者单位1.Potsdam Inst Climate Impact Res, Potsdam, Germany;
2.Univ Potsdam, Dept Phys, Potsdam, Germany;
3.Harvard Univ, Dept Earth & Planetary Sci, Cambridge, MA 02138 USA;
4.Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA;
5.Vrije Univ Amsterdam, Inst Environm Studies, Dept Water & Climate Risk, Amsterdam, Netherlands;
6.Atmospher & Environm Res Inc, Lexington, MA 02421 USA
推荐引用方式
GB/T 7714
Totz, Sonja,Tziperman, Eli,Coumou, Dim,et al. Winter Precipitation Forecast in the European and Mediterranean Regions Using Cluster Analysis[J]. GEOPHYSICAL RESEARCH LETTERS,2017,44(24).
APA Totz, Sonja,Tziperman, Eli,Coumou, Dim,Pfeiffer, Karl,&Cohen, Judah.(2017).Winter Precipitation Forecast in the European and Mediterranean Regions Using Cluster Analysis.GEOPHYSICAL RESEARCH LETTERS,44(24).
MLA Totz, Sonja,et al."Winter Precipitation Forecast in the European and Mediterranean Regions Using Cluster Analysis".GEOPHYSICAL RESEARCH LETTERS 44.24(2017).
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