Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica

Abstract Information on sea ice type is an important factor for deriving sea ice parameters from satellite remote sensing data, such as sea ice concentration, extent and thickness. In this study, sea ice in the Weddell Sea was classified by the histogram threshold (HT) method, the Spreen model (SM)...

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Published in:Antarctic Science
Main Authors: Pang, Xiaoping, Gao, Xiang, Ji, Qing
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press (CUP) 2019
Subjects:
Online Access:http://dx.doi.org/10.1017/s0954102019000154
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0954102019000154
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spelling crcambridgeupr:10.1017/s0954102019000154 2024-03-03T08:38:44+00:00 Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica Pang, Xiaoping Gao, Xiang Ji, Qing 2019 http://dx.doi.org/10.1017/s0954102019000154 https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0954102019000154 en eng Cambridge University Press (CUP) https://www.cambridge.org/core/terms https://www.cambridge.org/core/terms Antarctic Science volume 31, issue 3, page 150-164 ISSN 0954-1020 1365-2079 Geology Ecology, Evolution, Behavior and Systematics Oceanography journal-article 2019 crcambridgeupr https://doi.org/10.1017/s0954102019000154 2024-02-08T08:30:58Z Abstract Information on sea ice type is an important factor for deriving sea ice parameters from satellite remote sensing data, such as sea ice concentration, extent and thickness. In this study, sea ice in the Weddell Sea was classified by the histogram threshold (HT) method, the Spreen model (SM) method from satellite scatterometer data and the strong contrast (SC) method from radiometer data, and this information was compared with Antarctic Sea Ice Processes and Climate (ASPeCt) sea ice-type ship-based observations. The results show that all three methods can distinguish the multi-year (MY) ice and first-year (FY) ice using Ku-band scatterometer data and radiometer data during the ice growth season, while C-band scatterometer data are not suitable for MY ice and FY ice discrimination using HT and SM methods. The SM model has a smaller MY ice classification extent than the HT method from scatterometer data. The classification accuracy of the SM method is the higher compared to ship-based observations. It can be concluded that the SM method is a promising method for discriminating MY ice from FY ice. These results provide a reference for further retrieval of long-term sea ice-type information for the whole of Antarctica. Article in Journal/Newspaper Antarc* Antarctic Antarctic Science Antarctica Sea ice Weddell Sea Cambridge University Press Antarctic Weddell Sea Weddell Antarctic Science 31 3 150 164
institution Open Polar
collection Cambridge University Press
op_collection_id crcambridgeupr
language English
topic Geology
Ecology, Evolution, Behavior and Systematics
Oceanography
spellingShingle Geology
Ecology, Evolution, Behavior and Systematics
Oceanography
Pang, Xiaoping
Gao, Xiang
Ji, Qing
Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
topic_facet Geology
Ecology, Evolution, Behavior and Systematics
Oceanography
description Abstract Information on sea ice type is an important factor for deriving sea ice parameters from satellite remote sensing data, such as sea ice concentration, extent and thickness. In this study, sea ice in the Weddell Sea was classified by the histogram threshold (HT) method, the Spreen model (SM) method from satellite scatterometer data and the strong contrast (SC) method from radiometer data, and this information was compared with Antarctic Sea Ice Processes and Climate (ASPeCt) sea ice-type ship-based observations. The results show that all three methods can distinguish the multi-year (MY) ice and first-year (FY) ice using Ku-band scatterometer data and radiometer data during the ice growth season, while C-band scatterometer data are not suitable for MY ice and FY ice discrimination using HT and SM methods. The SM model has a smaller MY ice classification extent than the HT method from scatterometer data. The classification accuracy of the SM method is the higher compared to ship-based observations. It can be concluded that the SM method is a promising method for discriminating MY ice from FY ice. These results provide a reference for further retrieval of long-term sea ice-type information for the whole of Antarctica.
format Article in Journal/Newspaper
author Pang, Xiaoping
Gao, Xiang
Ji, Qing
author_facet Pang, Xiaoping
Gao, Xiang
Ji, Qing
author_sort Pang, Xiaoping
title Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
title_short Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
title_full Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
title_fullStr Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
title_full_unstemmed Comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the Weddell Sea, Antarctica
title_sort comparison of sea ice classification methods based on satellite scatterometer and radiometer data in the weddell sea, antarctica
publisher Cambridge University Press (CUP)
publishDate 2019
url http://dx.doi.org/10.1017/s0954102019000154
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0954102019000154
geographic Antarctic
Weddell Sea
Weddell
geographic_facet Antarctic
Weddell Sea
Weddell
genre Antarc*
Antarctic
Antarctic Science
Antarctica
Sea ice
Weddell Sea
genre_facet Antarc*
Antarctic
Antarctic Science
Antarctica
Sea ice
Weddell Sea
op_source Antarctic Science
volume 31, issue 3, page 150-164
ISSN 0954-1020 1365-2079
op_rights https://www.cambridge.org/core/terms
https://www.cambridge.org/core/terms
op_doi https://doi.org/10.1017/s0954102019000154
container_title Antarctic Science
container_volume 31
container_issue 3
container_start_page 150
op_container_end_page 164
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