GSTDTAP  > 气候变化
DOI10.1002/2016JD026103
Reanalysis of climate influences on Atlantic tropical cyclone activity using cluster analysis
Boudreault, Mathieu1,2; Caron, Louis-Philippe2; Camargo, Suzana J.3
2017-04-27
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
ISSN2169-897X
EISSN2169-8996
出版年2017
卷号122期号:8
文章类型Article
语种英语
国家Canada; Spain; USA
英文摘要

We analyze, using Poisson regressions, the main climate influences on North Atlantic tropical cyclone activity. The analysis is performed using not only various time series of basin-wide storm counts but also various series of regional clusters, taking into account shortcomings of the hurricane database through estimates of missing storms. The analysis confirms that tropical cyclones forming in different regions of the Atlantic are susceptible to different climate influences. We also investigate the presence of trends in these various time series, both at the basin-wide and cluster levels, and show that, even after accounting for possible missing storms, there remains an upward trend in the eastern part of the basin and a downward trend in the western part. Using model selection algorithms, we show that the best model of Atlantic tropical cyclone activity for the recent past is constructed using Atlantic sea surface temperature and upper tropospheric temperature, while for the 1878-2015 period, the chosen covariates are Atlantic sea surface temperature and El Nino-Southern Oscillation. We also note that the presence of these artificial trends can impact the selection of the best covariates. If the underlying series shows an upward trend, then the mean Atlantic sea surface temperature captures both interannual variability and the upward trend, artificial or not. The relative sea surface temperature is chosen instead for stationary counts. Finally, we show that the predictive capability of the statistical models investigated is low for U.S. landfalling hurricanes but can be considerably improved when forecasting combinations of clusters whose hurricanes are most likely to make landfall.


英文关键词tropical cyclones hurricanes climate variability North Atlantic Ocean storm tracks Poisson regression
领域气候变化
收录类别SCI-E
WOS记录号WOS:000401180800008
WOS关键词SEASONAL HURRICANE FREQUENCY ; SAHELIAN MONSOON RAINFALL ; NORTH-ATLANTIC ; POTENTIAL INTENSITY ; EL-NINO ; AFRICAN RAINFALL ; TYPHOON TRACKS ; VARIABILITY ; OSCILLATION ; GENESIS
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/32877
专题气候变化
作者单位1.Univ Quebec Montreal, Dept Math, Montreal, PQ, Canada;
2.Barcelona Supercomp Ctr, Barcelona, Spain;
3.Columbia Univ, Lamont Doherty Earth Observ, Palisades, NY USA
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Boudreault, Mathieu,Caron, Louis-Philippe,Camargo, Suzana J.. Reanalysis of climate influences on Atlantic tropical cyclone activity using cluster analysis[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2017,122(8).
APA Boudreault, Mathieu,Caron, Louis-Philippe,&Camargo, Suzana J..(2017).Reanalysis of climate influences on Atlantic tropical cyclone activity using cluster analysis.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,122(8).
MLA Boudreault, Mathieu,et al."Reanalysis of climate influences on Atlantic tropical cyclone activity using cluster analysis".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 122.8(2017).
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