On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity

Variability in tropical cyclone activity in the eastern Pacific basin has been linked to a wide range of climate factors, yet the dominant factors driving this variability have yet to be identified. Using Poisson regressions and a track clustering method, the authors analyze and compare the climate...

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Main Authors: Caron, Louis-Philippe, Boudreault, Mathieu, Camargo, Suzana J.
Format: Text
Language:unknown
Published: Columbia University 2015
Subjects:
Online Access:https://dx.doi.org/10.7916/d8fb530n
https://academiccommons.columbia.edu/doi/10.7916/D8FB530N
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spelling ftdatacite:10.7916/d8fb530n 2023-05-15T17:33:22+02:00 On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity Caron, Louis-Philippe Boudreault, Mathieu Camargo, Suzana J. 2015 https://dx.doi.org/10.7916/d8fb530n https://academiccommons.columbia.edu/doi/10.7916/D8FB530N unknown Columbia University https://dx.doi.org/10.1175/jcli-d-15-0377.1 Tropical meteorology Cyclones--Mathematical models Climatic changes Hydrology Atmosphere Text Articles article-journal ScholarlyArticle 2015 ftdatacite https://doi.org/10.7916/d8fb530n https://doi.org/10.1175/jcli-d-15-0377.1 2021-11-05T12:55:41Z Variability in tropical cyclone activity in the eastern Pacific basin has been linked to a wide range of climate factors, yet the dominant factors driving this variability have yet to be identified. Using Poisson regressions and a track clustering method, the authors analyze and compare the climate influence on cyclone activity in this region. The authors show that local sea surface temperature and upper-ocean heat content as well as large-scale conditions in the northern Atlantic are the dominant influence in modulating eastern North Pacific tropical cyclone activity. The results also support previous findings suggesting that the influence of the Atlantic Ocean occurs through changes in dynamical conditions over the eastern Pacific. Using model selection algorithms, the authors then proceed to construct a statistical model of eastern Pacific tropical cyclone activity. The various model selection techniques used agree in selecting one predictor from the Atlantic (northern North Atlantic sea surface temperature) and one predictor from the Pacific (relative sea surface temperature) to represent the best possible model. Finally, we show that this simple model could have predicted the anomalously high level of activity observed in 2014. Text North Atlantic DataCite Metadata Store (German National Library of Science and Technology) Pacific
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic Tropical meteorology
Cyclones--Mathematical models
Climatic changes
Hydrology
Atmosphere
spellingShingle Tropical meteorology
Cyclones--Mathematical models
Climatic changes
Hydrology
Atmosphere
Caron, Louis-Philippe
Boudreault, Mathieu
Camargo, Suzana J.
On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
topic_facet Tropical meteorology
Cyclones--Mathematical models
Climatic changes
Hydrology
Atmosphere
description Variability in tropical cyclone activity in the eastern Pacific basin has been linked to a wide range of climate factors, yet the dominant factors driving this variability have yet to be identified. Using Poisson regressions and a track clustering method, the authors analyze and compare the climate influence on cyclone activity in this region. The authors show that local sea surface temperature and upper-ocean heat content as well as large-scale conditions in the northern Atlantic are the dominant influence in modulating eastern North Pacific tropical cyclone activity. The results also support previous findings suggesting that the influence of the Atlantic Ocean occurs through changes in dynamical conditions over the eastern Pacific. Using model selection algorithms, the authors then proceed to construct a statistical model of eastern Pacific tropical cyclone activity. The various model selection techniques used agree in selecting one predictor from the Atlantic (northern North Atlantic sea surface temperature) and one predictor from the Pacific (relative sea surface temperature) to represent the best possible model. Finally, we show that this simple model could have predicted the anomalously high level of activity observed in 2014.
format Text
author Caron, Louis-Philippe
Boudreault, Mathieu
Camargo, Suzana J.
author_facet Caron, Louis-Philippe
Boudreault, Mathieu
Camargo, Suzana J.
author_sort Caron, Louis-Philippe
title On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
title_short On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
title_full On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
title_fullStr On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
title_full_unstemmed On the Variability and Predictability of Eastern Pacific Tropical Cyclone Activity
title_sort on the variability and predictability of eastern pacific tropical cyclone activity
publisher Columbia University
publishDate 2015
url https://dx.doi.org/10.7916/d8fb530n
https://academiccommons.columbia.edu/doi/10.7916/D8FB530N
geographic Pacific
geographic_facet Pacific
genre North Atlantic
genre_facet North Atlantic
op_relation https://dx.doi.org/10.1175/jcli-d-15-0377.1
op_doi https://doi.org/10.7916/d8fb530n
https://doi.org/10.1175/jcli-d-15-0377.1
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