A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images
<p>Using Copernicus Sentinel-2 images we derive a statistical lead-width distribution for the Weddell Sea. While previous work focused on the Arctic, this is the first lead-width distribution for Antarctic sea ice. Previous studies suggest that the lead-width distribution follows a power law w...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Copernicus Publications
2021-09-01
|
Series: | The Cryosphere |
Online Access: | https://tc.copernicus.org/articles/15/4527/2021/tc-15-4527-2021.pdf |
id |
doaj-34b7e9c996d847e48d040d32a61a4858 |
---|---|
record_format |
Article |
spelling |
doaj-34b7e9c996d847e48d040d32a61a48582021-09-28T11:22:12ZengCopernicus PublicationsThe Cryosphere1994-04161994-04242021-09-01154527453710.5194/tc-15-4527-2021A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 imagesM. Muchow0A. U. Schmitt1L. Kaleschke2Institute of Oceanography, Center for Earth System Research and Sustainability (CEN), Universität Hamburg, Hamburg, GermanyMeteorological Institute, Center for Earth System Research and Sustainability (CEN), Universität Hamburg, Hamburg, GermanyAlfred-Wegener-Institut, Helmholtz-Zentrum für Polar- und Meeresforschung, Bremerhaven, Germany<p>Using Copernicus Sentinel-2 images we derive a statistical lead-width distribution for the Weddell Sea. While previous work focused on the Arctic, this is the first lead-width distribution for Antarctic sea ice. Previous studies suggest that the lead-width distribution follows a power law with a positive exponent; however their results for the power-law exponents are not all in agreement with each other.</p> <p>To detect leads we create a sea-ice surface-type classification based on 20 carefully selected cloud-free Sentinel-2 Level-1C products, which have a resolution of 10 m. The observed time period is from November 2016 until February 2018, covering only the months from November to April. We apply two different fitting methods to the measured lead widths. The first fitting method is a linear fit, while the second method is based on a maximum likelihood approach. Here, we use both methods for the same lead-width data set to observe differences in the calculated power-law exponent.</p> <p>To further investigate influences on the power-law exponent, we define two different thresholds: one for open-water-covered leads and one for open-water-covered and nilas-covered leads. The influence of the lead threshold on the exponent is larger for the linear fit than for the method based on the maximum likelihood approach. We show that the exponent of the lead-width distribution ranges between 1.110 and 1.413 depending on the applied fitting method and lead threshold. This exponent for the Weddell Sea sea ice is smaller than the previously observed exponents for the Arctic sea ice.</p>https://tc.copernicus.org/articles/15/4527/2021/tc-15-4527-2021.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
M. Muchow A. U. Schmitt L. Kaleschke |
spellingShingle |
M. Muchow A. U. Schmitt L. Kaleschke A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images The Cryosphere |
author_facet |
M. Muchow A. U. Schmitt L. Kaleschke |
author_sort |
M. Muchow |
title |
A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images |
title_short |
A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images |
title_full |
A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images |
title_fullStr |
A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images |
title_full_unstemmed |
A lead-width distribution for Antarctic sea ice: a case study for the Weddell Sea with high-resolution Sentinel-2 images |
title_sort |
lead-width distribution for antarctic sea ice: a case study for the weddell sea with high-resolution sentinel-2 images |
publisher |
Copernicus Publications |
series |
The Cryosphere |
issn |
1994-0416 1994-0424 |
publishDate |
2021-09-01 |
description |
<p>Using Copernicus Sentinel-2 images we derive a statistical lead-width distribution for the Weddell Sea. While previous work focused on the Arctic, this is the first lead-width distribution for Antarctic sea ice. Previous studies suggest that the lead-width distribution follows a power law with a positive exponent; however their results for the power-law exponents are not all in agreement with each other.</p>
<p>To detect leads we create a sea-ice surface-type classification based on 20 carefully selected cloud-free Sentinel-2 Level-1C products, which have a resolution of 10 m. The observed time period is from November 2016 until February 2018, covering only the months from November to April. We apply two different fitting methods to the measured lead widths. The first fitting method is a linear fit, while the second method is based on a maximum likelihood approach. Here, we use both methods for the same lead-width data set to observe differences in the calculated power-law exponent.</p>
<p>To further investigate influences on the power-law exponent, we define two different thresholds: one for open-water-covered leads and one for open-water-covered and nilas-covered leads. The influence of the lead threshold on the exponent is larger for the linear fit than for the method based on the maximum likelihood approach. We show that the exponent of the lead-width distribution ranges between 1.110 and 1.413 depending on the applied fitting method and lead threshold. This exponent for the Weddell Sea sea ice is smaller than the previously observed exponents for the Arctic sea ice.</p> |
url |
https://tc.copernicus.org/articles/15/4527/2021/tc-15-4527-2021.pdf |
work_keys_str_mv |
AT mmuchow aleadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images AT auschmitt aleadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images AT lkaleschke aleadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images AT mmuchow leadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images AT auschmitt leadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images AT lkaleschke leadwidthdistributionforantarcticseaiceacasestudyfortheweddellseawithhighresolutionsentinel2images |
_version_ |
1716866236825993216 |