Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2
This paper presents an ice classification algorithm based on combined active and passive microwave radiometer data in Lutzow-Holm Bay (LHB), East Antarctica. The ice classification algorithm is developed based on the threshold values of an advanced scatterometer (ASCAT) and advanced microwave scanni...
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Online Access: | http://hdl.handle.net/2115/79973 https://doi.org/10.3390/rs12193179 |
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fthokunivhus:oai:eprints.lib.hokudai.ac.jp:2115/79973 2023-05-15T13:51:33+02:00 Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 Hoshino, Seita Tateyama, Kazutaka Izumiyama, Koh http://hdl.handle.net/2115/79973 https://doi.org/10.3390/rs12193179 eng eng MDPI http://hdl.handle.net/2115/79973 Remote Sensing, 12(19): 3179 http://dx.doi.org/10.3390/rs12193179 https://creativecommons.org/licenses/by/4.0/ CC-BY sea ice ice sheet ice classification satellite-based remote-sensing Antarctic 450 article fthokunivhus https://doi.org/10.3390/rs12193179 2022-11-18T01:06:12Z This paper presents an ice classification algorithm based on combined active and passive microwave radiometer data in Lutzow-Holm Bay (LHB), East Antarctica. The ice classification algorithm is developed based on the threshold values of an advanced scatterometer (ASCAT) and advanced microwave scanning radiometer 2 (here, AMSR2). These values are calculated via the features of various ice types, including open ice, first-year (FY) ice, multi-year (MY) ice, MY ice including icebergs (MY IB), ice shelves, coastal ice sheets, and inland ice sheets. To verify the validity of the ice classification algorithm, the algorithm results are compared with visual observation data and satellite imagery. Except for the flaw polynya and area with surface melting, the FY ice, MY ice, and the ice shelf areas estimated here using the proposed ice classification algorithm match those discernible from the verification data. Inter-annual changes in the areal extents of FY ice, MY ice, and the ice shelves are investigated here using the proposed ice classification algorithm. Investigation of MY ice and ice shelf areas revealed that the breakup of MY ice induced a breakup of an ice shelf. A comparison of the FY ice and MY ice areas showed the replacement of these ice types. The proposed ice classification algorithm can detect ice breakup events as quantitative changes in the distribution and ice type. In future work, we plan to classify sea ice in other sea ice areas, applying the proposed algorithm throughout the Antarctic region. Article in Journal/Newspaper Antarc* Antarctic Antarctica East Antarctica Ice Sheet Ice Shelf Ice Shelves Iceberg* Sea ice Hokkaido University Collection of Scholarly and Academic Papers (HUSCAP) Antarctic East Antarctica The Antarctic Remote Sensing 12 19 3179 |
institution |
Open Polar |
collection |
Hokkaido University Collection of Scholarly and Academic Papers (HUSCAP) |
op_collection_id |
fthokunivhus |
language |
English |
topic |
sea ice ice sheet ice classification satellite-based remote-sensing Antarctic 450 |
spellingShingle |
sea ice ice sheet ice classification satellite-based remote-sensing Antarctic 450 Hoshino, Seita Tateyama, Kazutaka Izumiyama, Koh Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
topic_facet |
sea ice ice sheet ice classification satellite-based remote-sensing Antarctic 450 |
description |
This paper presents an ice classification algorithm based on combined active and passive microwave radiometer data in Lutzow-Holm Bay (LHB), East Antarctica. The ice classification algorithm is developed based on the threshold values of an advanced scatterometer (ASCAT) and advanced microwave scanning radiometer 2 (here, AMSR2). These values are calculated via the features of various ice types, including open ice, first-year (FY) ice, multi-year (MY) ice, MY ice including icebergs (MY IB), ice shelves, coastal ice sheets, and inland ice sheets. To verify the validity of the ice classification algorithm, the algorithm results are compared with visual observation data and satellite imagery. Except for the flaw polynya and area with surface melting, the FY ice, MY ice, and the ice shelf areas estimated here using the proposed ice classification algorithm match those discernible from the verification data. Inter-annual changes in the areal extents of FY ice, MY ice, and the ice shelves are investigated here using the proposed ice classification algorithm. Investigation of MY ice and ice shelf areas revealed that the breakup of MY ice induced a breakup of an ice shelf. A comparison of the FY ice and MY ice areas showed the replacement of these ice types. The proposed ice classification algorithm can detect ice breakup events as quantitative changes in the distribution and ice type. In future work, we plan to classify sea ice in other sea ice areas, applying the proposed algorithm throughout the Antarctic region. |
format |
Article in Journal/Newspaper |
author |
Hoshino, Seita Tateyama, Kazutaka Izumiyama, Koh |
author_facet |
Hoshino, Seita Tateyama, Kazutaka Izumiyama, Koh |
author_sort |
Hoshino, Seita |
title |
Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
title_short |
Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
title_full |
Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
title_fullStr |
Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
title_full_unstemmed |
Classification of Ice in Lutzow-Holm Bay, East Antarctica, Using Data from ASCAT and AMSR2 |
title_sort |
classification of ice in lutzow-holm bay, east antarctica, using data from ascat and amsr2 |
publisher |
MDPI |
url |
http://hdl.handle.net/2115/79973 https://doi.org/10.3390/rs12193179 |
geographic |
Antarctic East Antarctica The Antarctic |
geographic_facet |
Antarctic East Antarctica The Antarctic |
genre |
Antarc* Antarctic Antarctica East Antarctica Ice Sheet Ice Shelf Ice Shelves Iceberg* Sea ice |
genre_facet |
Antarc* Antarctic Antarctica East Antarctica Ice Sheet Ice Shelf Ice Shelves Iceberg* Sea ice |
op_relation |
http://hdl.handle.net/2115/79973 Remote Sensing, 12(19): 3179 http://dx.doi.org/10.3390/rs12193179 |
op_rights |
https://creativecommons.org/licenses/by/4.0/ |
op_rightsnorm |
CC-BY |
op_doi |
https://doi.org/10.3390/rs12193179 |
container_title |
Remote Sensing |
container_volume |
12 |
container_issue |
19 |
container_start_page |
3179 |
_version_ |
1766255457676034048 |