Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data

Abstract This study evaluated feasibility statistically and analyzed, during the freezing period, the relationship between brightness temperature (Tb) data of the 37V polarisation and the GR3719 (Gradient Ratio 37V and 19V) obtained by Special Sensor Microwave/Imager from F11 and F13 satellites with...

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Published in:Anais da Academia Brasileira de Ciências
Main Authors: FERNANDO LUIS HILLEBRAND, MARCOS W.D. DE FREITAS, ULISSES F. BREMER, TALES C. ABRANTES, JEFFERSON C. SIMÕES, CLÁUDIO W. MENDES JÚNIOR, FREDERICO SCHARDONG, JORGE ARIGONY-NETO
Format: Article in Journal/Newspaper
Language:English
Published: Academia Brasileira de Ciências 2023
Subjects:
Q
Online Access:https://doi.org/10.1590/0001-3765202320230342
https://doaj.org/article/299bb73d77214aaaa43e195426f0eddb
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spelling ftdoajarticles:oai:doaj.org/article:299bb73d77214aaaa43e195426f0eddb 2023-12-10T09:42:57+01:00 Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data FERNANDO LUIS HILLEBRAND MARCOS W.D. DE FREITAS ULISSES F. BREMER TALES C. ABRANTES JEFFERSON C. SIMÕES CLÁUDIO W. MENDES JÚNIOR FREDERICO SCHARDONG JORGE ARIGONY-NETO 2023-11-01T00:00:00Z https://doi.org/10.1590/0001-3765202320230342 https://doaj.org/article/299bb73d77214aaaa43e195426f0eddb EN eng Academia Brasileira de Ciências http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652023000601107&tlng=en https://doaj.org/toc/1678-2690 1678-2690 doi:10.1590/0001-3765202320230342 https://doaj.org/article/299bb73d77214aaaa43e195426f0eddb Anais da Academia Brasileira de Ciências, Vol 95, Iss suppl 3 (2023) Spectral linear mixing model multiple linear regression sea ice concentration brightness temperature Science Q article 2023 ftdoajarticles https://doi.org/10.1590/0001-3765202320230342 2023-11-12T01:39:42Z Abstract This study evaluated feasibility statistically and analyzed, during the freezing period, the relationship between brightness temperature (Tb) data of the 37V polarisation and the GR3719 (Gradient Ratio 37V and 19V) obtained by Special Sensor Microwave/Imager from F11 and F13 satellites with sea ice thickness (SIT) data obtained in the Weddell Sea through Antarctic Sea Ice Processes and Climate program. The multiple linear regression (MLR) was applied at 1,520 points, with 70% of these points being randomly separated to generate the MLR and 30% to carry out the validation. To perform the temporal mapping, the MLR was applied only to pixels with sea ice concentration (SIC) ≥ 90%, obtained through the fraction image calculated from the spectral linear mixing model (SLMM) using the Tb in the channels and polarizations 19H, 19V and 37V. The results of the SLMM validation process for estimating the SIC were σ = 10.5%, RMSE = 11.0%, and bias = -2.8%, and the SIT based on the MLR, the results were R² = 0.57, RMSE = 0.268 m, and bias = 0.103 m. In the SIT mapping, we highlight the trend of thickness reduction on the east coast of the Antarctic Peninsula during the period 1992–2009. Article in Journal/Newspaper Antarc* Antarctic Antarctic Peninsula Sea ice Weddell Sea Directory of Open Access Journals: DOAJ Articles Antarctic The Antarctic Antarctic Peninsula Weddell Sea Weddell Anais da Academia Brasileira de Ciências 95 suppl 3
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Spectral linear mixing model
multiple linear regression
sea ice concentration
brightness temperature
Science
Q
spellingShingle Spectral linear mixing model
multiple linear regression
sea ice concentration
brightness temperature
Science
Q
FERNANDO LUIS HILLEBRAND
MARCOS W.D. DE FREITAS
ULISSES F. BREMER
TALES C. ABRANTES
JEFFERSON C. SIMÕES
CLÁUDIO W. MENDES JÚNIOR
FREDERICO SCHARDONG
JORGE ARIGONY-NETO
Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
topic_facet Spectral linear mixing model
multiple linear regression
sea ice concentration
brightness temperature
Science
Q
description Abstract This study evaluated feasibility statistically and analyzed, during the freezing period, the relationship between brightness temperature (Tb) data of the 37V polarisation and the GR3719 (Gradient Ratio 37V and 19V) obtained by Special Sensor Microwave/Imager from F11 and F13 satellites with sea ice thickness (SIT) data obtained in the Weddell Sea through Antarctic Sea Ice Processes and Climate program. The multiple linear regression (MLR) was applied at 1,520 points, with 70% of these points being randomly separated to generate the MLR and 30% to carry out the validation. To perform the temporal mapping, the MLR was applied only to pixels with sea ice concentration (SIC) ≥ 90%, obtained through the fraction image calculated from the spectral linear mixing model (SLMM) using the Tb in the channels and polarizations 19H, 19V and 37V. The results of the SLMM validation process for estimating the SIC were σ = 10.5%, RMSE = 11.0%, and bias = -2.8%, and the SIT based on the MLR, the results were R² = 0.57, RMSE = 0.268 m, and bias = 0.103 m. In the SIT mapping, we highlight the trend of thickness reduction on the east coast of the Antarctic Peninsula during the period 1992–2009.
format Article in Journal/Newspaper
author FERNANDO LUIS HILLEBRAND
MARCOS W.D. DE FREITAS
ULISSES F. BREMER
TALES C. ABRANTES
JEFFERSON C. SIMÕES
CLÁUDIO W. MENDES JÚNIOR
FREDERICO SCHARDONG
JORGE ARIGONY-NETO
author_facet FERNANDO LUIS HILLEBRAND
MARCOS W.D. DE FREITAS
ULISSES F. BREMER
TALES C. ABRANTES
JEFFERSON C. SIMÕES
CLÁUDIO W. MENDES JÚNIOR
FREDERICO SCHARDONG
JORGE ARIGONY-NETO
author_sort FERNANDO LUIS HILLEBRAND
title Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
title_short Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
title_full Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
title_fullStr Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
title_full_unstemmed Concentration and thickness of sea ice in the Weddell Sea from SSM/I passive microwave radiometer data
title_sort concentration and thickness of sea ice in the weddell sea from ssm/i passive microwave radiometer data
publisher Academia Brasileira de Ciências
publishDate 2023
url https://doi.org/10.1590/0001-3765202320230342
https://doaj.org/article/299bb73d77214aaaa43e195426f0eddb
geographic Antarctic
The Antarctic
Antarctic Peninsula
Weddell Sea
Weddell
geographic_facet Antarctic
The Antarctic
Antarctic Peninsula
Weddell Sea
Weddell
genre Antarc*
Antarctic
Antarctic Peninsula
Sea ice
Weddell Sea
genre_facet Antarc*
Antarctic
Antarctic Peninsula
Sea ice
Weddell Sea
op_source Anais da Academia Brasileira de Ciências, Vol 95, Iss suppl 3 (2023)
op_relation http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652023000601107&tlng=en
https://doaj.org/toc/1678-2690
1678-2690
doi:10.1590/0001-3765202320230342
https://doaj.org/article/299bb73d77214aaaa43e195426f0eddb
op_doi https://doi.org/10.1590/0001-3765202320230342
container_title Anais da Academia Brasileira de Ciências
container_volume 95
container_issue suppl 3
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