Quantifying the Antarctic marginal ice zone with unsupervised statistical methods
This work presents a new method for categorising Antarctic sea ice regions to measure the width of the marginal ice zone (MIZ). The Antarctic MIZ is generally described as the area of sea ice affected by ocean surface waves and acts as an interface between the open Southern Ocean and the consolidate...
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ftgfzpotsdam:oai:gfzpublic.gfz-potsdam.de:item_5018347 2023-09-05T13:14:01+02:00 Quantifying the Antarctic marginal ice zone with unsupervised statistical methods Day, N. Bennetts, L. O'Farrell, S. Alberello, A. 2023 https://gfzpublic.gfz-potsdam.de/pubman/item/item_5018347 eng eng info:eu-repo/semantics/altIdentifier/doi/10.57757/IUGG23-2410 https://gfzpublic.gfz-potsdam.de/pubman/item/item_5018347 XXVIII General Assembly of the International Union of Geodesy and Geophysics (IUGG) info:eu-repo/semantics/conferenceObject 2023 ftgfzpotsdam https://doi.org/10.57757/IUGG23-2410 2023-08-13T23:41:23Z This work presents a new method for categorising Antarctic sea ice regions to measure the width of the marginal ice zone (MIZ). The Antarctic MIZ is generally described as the area of sea ice affected by ocean surface waves and acts as an interface between the open Southern Ocean and the consolidated inner pack. Standalone CICE6 (with atmospheric, oceanic and wave forcing) was used to create a dataset consisting of variables describing the ice cover (sea ice concentration, age, thickness, etc.) as well as dynamic and thermodynamic processes. An unsupervised statistical method identified distinct sea ice regions (including the MIZ) and quantified the respective dominant physical processes. The impact of wave attenuation on the MIZ extent was measured and validated with recent altimetry observations. Floe size was found to enhance our MIZ classification to include high concentration pancake fields, which form over winter in the presence of waves. These results support the inclusion of floe size within sea ice modelling, and the importance of multivariate approaches to describe sea ice. Conference Object Antarc* Antarctic Sea ice Southern Ocean GFZpublic (German Research Centre for Geosciences, Helmholtz-Zentrum Potsdam) Antarctic Pancake ENVELOPE(-55.815,-55.815,52.600,52.600) Southern Ocean The Antarctic |
institution |
Open Polar |
collection |
GFZpublic (German Research Centre for Geosciences, Helmholtz-Zentrum Potsdam) |
op_collection_id |
ftgfzpotsdam |
language |
English |
description |
This work presents a new method for categorising Antarctic sea ice regions to measure the width of the marginal ice zone (MIZ). The Antarctic MIZ is generally described as the area of sea ice affected by ocean surface waves and acts as an interface between the open Southern Ocean and the consolidated inner pack. Standalone CICE6 (with atmospheric, oceanic and wave forcing) was used to create a dataset consisting of variables describing the ice cover (sea ice concentration, age, thickness, etc.) as well as dynamic and thermodynamic processes. An unsupervised statistical method identified distinct sea ice regions (including the MIZ) and quantified the respective dominant physical processes. The impact of wave attenuation on the MIZ extent was measured and validated with recent altimetry observations. Floe size was found to enhance our MIZ classification to include high concentration pancake fields, which form over winter in the presence of waves. These results support the inclusion of floe size within sea ice modelling, and the importance of multivariate approaches to describe sea ice. |
format |
Conference Object |
author |
Day, N. Bennetts, L. O'Farrell, S. Alberello, A. |
spellingShingle |
Day, N. Bennetts, L. O'Farrell, S. Alberello, A. Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
author_facet |
Day, N. Bennetts, L. O'Farrell, S. Alberello, A. |
author_sort |
Day, N. |
title |
Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
title_short |
Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
title_full |
Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
title_fullStr |
Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
title_full_unstemmed |
Quantifying the Antarctic marginal ice zone with unsupervised statistical methods |
title_sort |
quantifying the antarctic marginal ice zone with unsupervised statistical methods |
publishDate |
2023 |
url |
https://gfzpublic.gfz-potsdam.de/pubman/item/item_5018347 |
long_lat |
ENVELOPE(-55.815,-55.815,52.600,52.600) |
geographic |
Antarctic Pancake Southern Ocean The Antarctic |
geographic_facet |
Antarctic Pancake Southern Ocean The Antarctic |
genre |
Antarc* Antarctic Sea ice Southern Ocean |
genre_facet |
Antarc* Antarctic Sea ice Southern Ocean |
op_source |
XXVIII General Assembly of the International Union of Geodesy and Geophysics (IUGG) |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.57757/IUGG23-2410 https://gfzpublic.gfz-potsdam.de/pubman/item/item_5018347 |
op_doi |
https://doi.org/10.57757/IUGG23-2410 |
_version_ |
1776205098341367808 |