Inter-comparison and evaluation of sea ice type concentration algorithms

Sea ice has been monitored in terms of concentration and types with microwave satellite observations since the late 1970s. However, it remains an open question as to which sea ice type concentration (SITC) method is most appropriate for ice type distribution and hence climate monitoring. This paper...

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Main Authors: Ye, Yufang, Shokr, Mohammed, Aaboe, Signe, Aldenhoff, Wiebke, Eriksson, Leif E. B., Heygster, Georg, Melsheimer, Christian, Girard-Ardhuin, Fanny
Format: Text
Language:English
Published: 2019
Subjects:
Online Access:https://doi.org/10.5194/tc-2019-200
https://tc.copernicus.org/preprints/tc-2019-200/
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spelling ftcopernicus:oai:publications.copernicus.org:tcd79765 2023-05-15T18:16:16+02:00 Inter-comparison and evaluation of sea ice type concentration algorithms Ye, Yufang Shokr, Mohammed Aaboe, Signe Aldenhoff, Wiebke Eriksson, Leif E. B. Heygster, Georg Melsheimer, Christian Girard-Ardhuin, Fanny 2019-11-19 application/pdf https://doi.org/10.5194/tc-2019-200 https://tc.copernicus.org/preprints/tc-2019-200/ eng eng doi:10.5194/tc-2019-200 https://tc.copernicus.org/preprints/tc-2019-200/ eISSN: 1994-0424 Text 2019 ftcopernicus https://doi.org/10.5194/tc-2019-200 2020-07-20T16:22:35Z Sea ice has been monitored in terms of concentration and types with microwave satellite observations since the late 1970s. However, it remains an open question as to which sea ice type concentration (SITC) method is most appropriate for ice type distribution and hence climate monitoring. This paper presents key results of inter-comparison and evaluation for eight SITC methods. The SITC methods were inter-compared with two sea ice age (SIA) and three sea ice type (SIT) products using microwave radiometer and scatterometer data from 2000 to 2015. Their performances were evaluated quantitatively with samples that are used for generating tie points, and qualitatively with the RADARSAT imagery. The methods that combined scatterometer and radiometer data have overall better performances on ice type discrimination. The best methods are ECICE-QSCAT-2 for the years 2000–2009 and ECICE-ASCAT for 2009–2015, both using scatterometer data along with radiometer data. Although the SIA and SIT products are fairly good datasets for delineating ice type distributions, the SITC methods are better on preserving details like varied concentration of different ice types and work better under specific sea ice conditions, for instance, homogeneous sea ice regions with little artifact for SIA algorithms to track. Text Sea ice Copernicus Publications: E-Journals
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Sea ice has been monitored in terms of concentration and types with microwave satellite observations since the late 1970s. However, it remains an open question as to which sea ice type concentration (SITC) method is most appropriate for ice type distribution and hence climate monitoring. This paper presents key results of inter-comparison and evaluation for eight SITC methods. The SITC methods were inter-compared with two sea ice age (SIA) and three sea ice type (SIT) products using microwave radiometer and scatterometer data from 2000 to 2015. Their performances were evaluated quantitatively with samples that are used for generating tie points, and qualitatively with the RADARSAT imagery. The methods that combined scatterometer and radiometer data have overall better performances on ice type discrimination. The best methods are ECICE-QSCAT-2 for the years 2000–2009 and ECICE-ASCAT for 2009–2015, both using scatterometer data along with radiometer data. Although the SIA and SIT products are fairly good datasets for delineating ice type distributions, the SITC methods are better on preserving details like varied concentration of different ice types and work better under specific sea ice conditions, for instance, homogeneous sea ice regions with little artifact for SIA algorithms to track.
format Text
author Ye, Yufang
Shokr, Mohammed
Aaboe, Signe
Aldenhoff, Wiebke
Eriksson, Leif E. B.
Heygster, Georg
Melsheimer, Christian
Girard-Ardhuin, Fanny
spellingShingle Ye, Yufang
Shokr, Mohammed
Aaboe, Signe
Aldenhoff, Wiebke
Eriksson, Leif E. B.
Heygster, Georg
Melsheimer, Christian
Girard-Ardhuin, Fanny
Inter-comparison and evaluation of sea ice type concentration algorithms
author_facet Ye, Yufang
Shokr, Mohammed
Aaboe, Signe
Aldenhoff, Wiebke
Eriksson, Leif E. B.
Heygster, Georg
Melsheimer, Christian
Girard-Ardhuin, Fanny
author_sort Ye, Yufang
title Inter-comparison and evaluation of sea ice type concentration algorithms
title_short Inter-comparison and evaluation of sea ice type concentration algorithms
title_full Inter-comparison and evaluation of sea ice type concentration algorithms
title_fullStr Inter-comparison and evaluation of sea ice type concentration algorithms
title_full_unstemmed Inter-comparison and evaluation of sea ice type concentration algorithms
title_sort inter-comparison and evaluation of sea ice type concentration algorithms
publishDate 2019
url https://doi.org/10.5194/tc-2019-200
https://tc.copernicus.org/preprints/tc-2019-200/
genre Sea ice
genre_facet Sea ice
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-2019-200
https://tc.copernicus.org/preprints/tc-2019-200/
op_doi https://doi.org/10.5194/tc-2019-200
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