A new approach to classification of 40 years of Antarctic sea ice concentration data

Abstract In this paper, we present a characterization of Antarctic sea ice based on the classification of annual sea ice concentration (SIC) data from 1979 to 2018. A clustering algorithm was applied to provide a climatological description of significant annual cycles of SIC and their spatial distri...

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Published in:International Journal of Climatology
Main Authors: Wachter, Paul, Reiser, Fabian, Friedl, Peter, Jacobeit, Jucundus
Other Authors: Deutsche Forschungsgemeinschaft
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2020
Subjects:
Online Access:http://dx.doi.org/10.1002/joc.6874
https://onlinelibrary.wiley.com/doi/pdf/10.1002/joc.6874
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/joc.6874
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spelling crwiley:10.1002/joc.6874 2024-06-02T07:58:11+00:00 A new approach to classification of 40 years of Antarctic sea ice concentration data Wachter, Paul Reiser, Fabian Friedl, Peter Jacobeit, Jucundus Deutsche Forschungsgemeinschaft 2020 http://dx.doi.org/10.1002/joc.6874 https://onlinelibrary.wiley.com/doi/pdf/10.1002/joc.6874 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/joc.6874 https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/joc.6874 en eng Wiley http://creativecommons.org/licenses/by/4.0/ International Journal of Climatology volume 41, issue S1 ISSN 0899-8418 1097-0088 journal-article 2020 crwiley https://doi.org/10.1002/joc.6874 2024-05-03T11:40:53Z Abstract In this paper, we present a characterization of Antarctic sea ice based on the classification of annual sea ice concentration (SIC) data from 1979 to 2018. A clustering algorithm was applied to provide a climatological description of significant annual cycles of SIC and their spatial distribution around the Southern Ocean. Based on these classification results, we investigate the variability of SIC cycles on decadal and inter‐annual time scales. First, we discuss significant spatial shifts of SIC cycles during 1979–1998 and 1999–2018. In the Weddell Sea and in large parts of the Ross Sea, we observed higher SIC during the summer season, and an extension of sea ice cover in winter compared to the long‐term average. Second, we introduce the Climatological Sea Ice Anomaly Index (CSIAI), which is an annual measure for year‐round sea ice anomalies of the Southern Ocean and its regional sub‐sectors. By relating selected years of significant sea ice conditions (1981, 2007 and 2014) with atmospheric influences, we demonstrate that the CSIAI is very useful for assessing inter‐annular Antarctic SIC variability. Positive and negative sea ice anomalies can be qualitatively explained by atmospheric circulation anomalies in the years 1981 and 2007. However, in 2014, the year with the largest observed sea ice extent in our time series, we found that this positive sea ice anomaly was surprisingly not associated with a stationary and inter‐seasonally persistent pattern of circulation anomaly. This suggests that sub‐seasonal to seasonal circulation anomalies and ocean‐related processes favoured the formation of the sea ice maximum in 2014. With this study we provide additional information on the long‐term annual SIC variability around Antarctica. Furthermore, our classification approach and its results have potential for application in the evaluation of sea ice model results. Article in Journal/Newspaper Antarc* Antarctic Antarctica Ross Sea Sea ice Southern Ocean Weddell Sea Wiley Online Library Antarctic Ross Sea Southern Ocean Weddell Weddell Sea International Journal of Climatology 41 S1
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract In this paper, we present a characterization of Antarctic sea ice based on the classification of annual sea ice concentration (SIC) data from 1979 to 2018. A clustering algorithm was applied to provide a climatological description of significant annual cycles of SIC and their spatial distribution around the Southern Ocean. Based on these classification results, we investigate the variability of SIC cycles on decadal and inter‐annual time scales. First, we discuss significant spatial shifts of SIC cycles during 1979–1998 and 1999–2018. In the Weddell Sea and in large parts of the Ross Sea, we observed higher SIC during the summer season, and an extension of sea ice cover in winter compared to the long‐term average. Second, we introduce the Climatological Sea Ice Anomaly Index (CSIAI), which is an annual measure for year‐round sea ice anomalies of the Southern Ocean and its regional sub‐sectors. By relating selected years of significant sea ice conditions (1981, 2007 and 2014) with atmospheric influences, we demonstrate that the CSIAI is very useful for assessing inter‐annular Antarctic SIC variability. Positive and negative sea ice anomalies can be qualitatively explained by atmospheric circulation anomalies in the years 1981 and 2007. However, in 2014, the year with the largest observed sea ice extent in our time series, we found that this positive sea ice anomaly was surprisingly not associated with a stationary and inter‐seasonally persistent pattern of circulation anomaly. This suggests that sub‐seasonal to seasonal circulation anomalies and ocean‐related processes favoured the formation of the sea ice maximum in 2014. With this study we provide additional information on the long‐term annual SIC variability around Antarctica. Furthermore, our classification approach and its results have potential for application in the evaluation of sea ice model results.
author2 Deutsche Forschungsgemeinschaft
format Article in Journal/Newspaper
author Wachter, Paul
Reiser, Fabian
Friedl, Peter
Jacobeit, Jucundus
spellingShingle Wachter, Paul
Reiser, Fabian
Friedl, Peter
Jacobeit, Jucundus
A new approach to classification of 40 years of Antarctic sea ice concentration data
author_facet Wachter, Paul
Reiser, Fabian
Friedl, Peter
Jacobeit, Jucundus
author_sort Wachter, Paul
title A new approach to classification of 40 years of Antarctic sea ice concentration data
title_short A new approach to classification of 40 years of Antarctic sea ice concentration data
title_full A new approach to classification of 40 years of Antarctic sea ice concentration data
title_fullStr A new approach to classification of 40 years of Antarctic sea ice concentration data
title_full_unstemmed A new approach to classification of 40 years of Antarctic sea ice concentration data
title_sort new approach to classification of 40 years of antarctic sea ice concentration data
publisher Wiley
publishDate 2020
url http://dx.doi.org/10.1002/joc.6874
https://onlinelibrary.wiley.com/doi/pdf/10.1002/joc.6874
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/joc.6874
https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/joc.6874
geographic Antarctic
Ross Sea
Southern Ocean
Weddell
Weddell Sea
geographic_facet Antarctic
Ross Sea
Southern Ocean
Weddell
Weddell Sea
genre Antarc*
Antarctic
Antarctica
Ross Sea
Sea ice
Southern Ocean
Weddell Sea
genre_facet Antarc*
Antarctic
Antarctica
Ross Sea
Sea ice
Southern Ocean
Weddell Sea
op_source International Journal of Climatology
volume 41, issue S1
ISSN 0899-8418 1097-0088
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1002/joc.6874
container_title International Journal of Climatology
container_volume 41
container_issue S1
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