Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach

2021 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 11-16 July 2021, Brussels, Belgium.-- 4 pages, 4 figures Knowledge about sea ice concentration and extent in polar regions is of great interest both for economic interests, and as a proxy of the climate change. Retrieved maps...

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Published in:2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
Main Authors: Llaveria, David, Muñoz-Martín, Joan Francesc, Herbert, Christoph, Pablos, Miriam, Camps, Adriano, Park, Hyuk
Format: Book Part
Language:English
Published: Institute of Electrical and Electronics Engineers 2021
Subjects:
Online Access:http://hdl.handle.net/10261/257544
https://doi.org/10.1109/IGARSS47720.2021.9554793
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spelling ftcsic:oai:digital.csic.es:10261/257544 2024-02-11T10:08:29+01:00 Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach Llaveria, David Muñoz-Martín, Joan Francesc Herbert, Christoph Pablos, Miriam Camps, Adriano Park, Hyuk 2021-07 http://hdl.handle.net/10261/257544 https://doi.org/10.1109/IGARSS47720.2021.9554793 en eng Institute of Electrical and Electronics Engineers Postprint https://doi.org/10.1109/IGARSS47720.2021.9554793 Sí 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS: 7823-7826 (2011) 978-1-6654-0369-6 http://hdl.handle.net/10261/257544 doi:10.1109/IGARSS47720.2021.9554793 open capítulo de libro http://purl.org/coar/resource_type/c_3248 2021 ftcsic https://doi.org/10.1109/IGARSS47720.2021.9554793 2024-01-16T11:17:15Z 2021 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 11-16 July 2021, Brussels, Belgium.-- 4 pages, 4 figures Knowledge about sea ice concentration and extent in polar regions is of great interest both for economic interests, and as a proxy of the climate change. Retrieved maps are based on data from microwave radiometers, which are currently provided by large satellite missions. Nowadays, CubeSats have proven to be a cost-effective alternative. Due to their low cost, they can be launched in large constellations to obtain high spatial coverage and daily revisit. This study presents a neural network approach to generate sea ice concentration and sea ice extension maps using the L-band microwave radiometer, and the GNSS-Reflectometer data from the FMPL-2 instrument onboard 3 Cat-5/A, one of the two CubeSats of the FSSCat mission. The results obtained during the first 2 months of the mission are presented Peer reviewed Book Part Sea ice Digital.CSIC (Spanish National Research Council) 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS 7823 7826
institution Open Polar
collection Digital.CSIC (Spanish National Research Council)
op_collection_id ftcsic
language English
description 2021 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 11-16 July 2021, Brussels, Belgium.-- 4 pages, 4 figures Knowledge about sea ice concentration and extent in polar regions is of great interest both for economic interests, and as a proxy of the climate change. Retrieved maps are based on data from microwave radiometers, which are currently provided by large satellite missions. Nowadays, CubeSats have proven to be a cost-effective alternative. Due to their low cost, they can be launched in large constellations to obtain high spatial coverage and daily revisit. This study presents a neural network approach to generate sea ice concentration and sea ice extension maps using the L-band microwave radiometer, and the GNSS-Reflectometer data from the FMPL-2 instrument onboard 3 Cat-5/A, one of the two CubeSats of the FSSCat mission. The results obtained during the first 2 months of the mission are presented Peer reviewed
format Book Part
author Llaveria, David
Muñoz-Martín, Joan Francesc
Herbert, Christoph
Pablos, Miriam
Camps, Adriano
Park, Hyuk
spellingShingle Llaveria, David
Muñoz-Martín, Joan Francesc
Herbert, Christoph
Pablos, Miriam
Camps, Adriano
Park, Hyuk
Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
author_facet Llaveria, David
Muñoz-Martín, Joan Francesc
Herbert, Christoph
Pablos, Miriam
Camps, Adriano
Park, Hyuk
author_sort Llaveria, David
title Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
title_short Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
title_full Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
title_fullStr Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
title_full_unstemmed Sea Ice Concentration and Sea Ice Extent Mapping with the Fsscat Mission: A Neural Network Approach
title_sort sea ice concentration and sea ice extent mapping with the fsscat mission: a neural network approach
publisher Institute of Electrical and Electronics Engineers
publishDate 2021
url http://hdl.handle.net/10261/257544
https://doi.org/10.1109/IGARSS47720.2021.9554793
genre Sea ice
genre_facet Sea ice
op_relation Postprint
https://doi.org/10.1109/IGARSS47720.2021.9554793

2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS: 7823-7826 (2011)
978-1-6654-0369-6
http://hdl.handle.net/10261/257544
doi:10.1109/IGARSS47720.2021.9554793
op_rights open
op_doi https://doi.org/10.1109/IGARSS47720.2021.9554793
container_title 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
container_start_page 7823
op_container_end_page 7826
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