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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Main Authors: Day, N., Bennetts, L., O'Farrell, S., Alberello, A.
Format: Conference Object
Language:English
Published: 2023
Subjects:
Online Access:https://gfzpublic.gfz-potsdam.de/pubman/item/item_5018347
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spelling 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
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