Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts

Using the historical Atlantic tropical cyclone record, this study examines the empirical relationships between climate state variables and Atlantic tropical cyclone counts. The state variables considered as predictors include indices of the El Niño/Southern Oscillation and Northern Atlantic Oscillat...

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Main Authors: Camargo, Suzana J., Kossin, James P., Evans, Jenni L., Kozar, Michael E., Mann, Michael E.
Format: Article in Journal/Newspaper
Language:English
Published: 2012
Subjects:
Online Access:https://doi.org/10.7916/D80G3J9N
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spelling ftcolumbiauniv:oai:academiccommons.columbia.edu:10.7916/D80G3J9N 2023-05-15T17:29:54+02:00 Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts Camargo, Suzana J. Kossin, James P. Evans, Jenni L. Kozar, Michael E. Mann, Michael E. 2012 https://doi.org/10.7916/D80G3J9N English eng https://doi.org/10.7916/D80G3J9N Atmosphere Meteorology Articles 2012 ftcolumbiauniv https://doi.org/10.7916/D80G3J9N 2019-04-04T08:12:47Z Using the historical Atlantic tropical cyclone record, this study examines the empirical relationships between climate state variables and Atlantic tropical cyclone counts. The state variables considered as predictors include indices of the El Niño/Southern Oscillation and Northern Atlantic Oscillation, and both “local” and “relative” measures of Main Development Region sea surface temperature. Other predictors considered include indices measuring the Atlantic Meridional Mode and the West African monsoon. Using all of the potential predictors in a forward stepwise Poisson regression, we examine the relationships between tropical cyclone counts and climate state variables. As a further extension on past studies, both basin-wide named storm counts and cluster analysis time series representing distinct flavors of tropical cyclones, are modeled. A wide variety of cross validation metrics reveal that basin-wide counts or sums over appropriately chosen clusters may be more skillfully modeled than the individual cluster series. Ultimately, the most skillful models typically share three predictors: indices for the main development region sea surface temperatures, the El Niño/Southern Oscillation, and the North Atlantic Oscillation. Article in Journal/Newspaper North Atlantic North Atlantic oscillation Columbia University: Academic Commons
institution Open Polar
collection Columbia University: Academic Commons
op_collection_id ftcolumbiauniv
language English
topic Atmosphere
Meteorology
spellingShingle Atmosphere
Meteorology
Camargo, Suzana J.
Kossin, James P.
Evans, Jenni L.
Kozar, Michael E.
Mann, Michael E.
Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
topic_facet Atmosphere
Meteorology
description Using the historical Atlantic tropical cyclone record, this study examines the empirical relationships between climate state variables and Atlantic tropical cyclone counts. The state variables considered as predictors include indices of the El Niño/Southern Oscillation and Northern Atlantic Oscillation, and both “local” and “relative” measures of Main Development Region sea surface temperature. Other predictors considered include indices measuring the Atlantic Meridional Mode and the West African monsoon. Using all of the potential predictors in a forward stepwise Poisson regression, we examine the relationships between tropical cyclone counts and climate state variables. As a further extension on past studies, both basin-wide named storm counts and cluster analysis time series representing distinct flavors of tropical cyclones, are modeled. A wide variety of cross validation metrics reveal that basin-wide counts or sums over appropriately chosen clusters may be more skillfully modeled than the individual cluster series. Ultimately, the most skillful models typically share three predictors: indices for the main development region sea surface temperatures, the El Niño/Southern Oscillation, and the North Atlantic Oscillation.
format Article in Journal/Newspaper
author Camargo, Suzana J.
Kossin, James P.
Evans, Jenni L.
Kozar, Michael E.
Mann, Michael E.
author_facet Camargo, Suzana J.
Kossin, James P.
Evans, Jenni L.
Kozar, Michael E.
Mann, Michael E.
author_sort Camargo, Suzana J.
title Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
title_short Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
title_full Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
title_fullStr Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
title_full_unstemmed Stratified statistical models of North Atlantic basin-wide and regional tropical cyclone counts
title_sort stratified statistical models of north atlantic basin-wide and regional tropical cyclone counts
publishDate 2012
url https://doi.org/10.7916/D80G3J9N
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation https://doi.org/10.7916/D80G3J9N
op_doi https://doi.org/10.7916/D80G3J9N
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