Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020

We investigate the potential of a synergetic combination of data from European Space Agency's (ESA) Soil Moisture and Ocean Salinity (SMOS) and Earth Explorer Opportunity Mission-2 (CryoSat-2) mission for sea ice thickness retrieval. SMOS and CryoSat-2 provide complementary information because...

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Main Authors: Robert Ricker, Stefan Hendricks, Lars Kaleschke, Xiangshan Tian-Kunze, John King, Christian Haas, Renate Treffeisen, Nina Maaß, Matthias Drusch
Format: Dataset
Language:unknown
Published: Arctic Data Center 2017
Subjects:
Online Access:https://doi.org/10.5194/tc-11-1607-2017
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spelling dataone:doi:10.5194/tc-11-1607-2017 2024-10-03T18:45:47+00:00 Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020 Robert Ricker Stefan Hendricks Lars Kaleschke Xiangshan Tian-Kunze John King Christian Haas Renate Treffeisen Nina Maaß Matthias Drusch Arctic sea ENVELOPE(-180.0,180.0,90.0,66.0) BEGINDATE: 2010-01-01T00:00:00Z ENDDATE: 2020-01-01T00:00:00Z 2017-01-01T00:00:00Z https://doi.org/10.5194/tc-11-1607-2017 unknown Arctic Data Center Arctic Report Card 2020 Dataset 2017 dataone:urn:node:ARCTIC https://doi.org/10.5194/tc-11-1607-2017 2024-10-03T18:16:48Z We investigate the potential of a synergetic combination of data from European Space Agency's (ESA) Soil Moisture and Ocean Salinity (SMOS) and Earth Explorer Opportunity Mission-2 (CryoSat-2) mission for sea ice thickness retrieval. SMOS and CryoSat-2 provide complementary information because of their different spatiotemporal sampling and resolution, and because of the complementary uncertainty due to the fundamental difference of the radiometric and altimetric measurement principle. The main limitations of the ice thickness retrieval depend on the emission e-folding depth and the vertical resolution of the effective radar pulse-length, respectively. It is shown that the combination of SMOS and CryoSat-2 considerably reduces the uncertainty with respect to the products derived from the single sensors. The root-mean-square (RMS) error is reduced from 76 to 66 centimeters (cm) and the squared correlation coefficient increases from 0.47 to 0.61 in comparison to validation data of National Aeronautics and Space Administration's (NASA) Operation IceBridge campaign, 2013. Furthermore, we demonstrate the applicability of the Optimal Interpolation method for the generation of a combined product based on weekly CryoSat-2 averages. The combination of CryoSat-2 and SMOS data sets can be used to achieve improve sea ice thickness information and the update rate of Arctic wide maps. This is based on the fact that CryoSat-2 is designed for ice thickness retrieval for thicknesses above 1 meter (m) while SMOS delivers accurate thin ice thickness information. The combination of both datasets is based on a statistical approach (optimal interpolation), which merges weekly information from CryoSat-2 and SMOS from the Alfred Wegener Institute based on the respective uncertainties for different thickness classes. The joint product was developed within the ESA project SMOS+ Sea Ice. The merging of CryoSat-2 und SMOS data was funded by the ESA project SMOS+ Sea Ice (4000101476/10/NL/CT and 4000112022/14/I-AM) and data from DATE to DATE were obtained from https://www.meereisportal.de (grant: REKLIM-2013-04). Ricker, R.; Hendricks, S.; Kaleschke, L.; Tian-Kunze, X.; King, J. and Haas, C. (2017), A weekly Arctic sea-ice thickness data record from merged CryoSat-2 and SMOS satellite data, The Cryosphere, 11, 1607-1623, doi:10.5194/tc-11-1607-2017. Dataset Arctic Sea ice Arctic Data Center (via DataONE) Arctic ENVELOPE(-180.0,180.0,90.0,66.0)
institution Open Polar
collection Arctic Data Center (via DataONE)
op_collection_id dataone:urn:node:ARCTIC
language unknown
topic Arctic Report Card 2020
spellingShingle Arctic Report Card 2020
Robert Ricker
Stefan Hendricks
Lars Kaleschke
Xiangshan Tian-Kunze
John King
Christian Haas
Renate Treffeisen
Nina Maaß
Matthias Drusch
Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
topic_facet Arctic Report Card 2020
description We investigate the potential of a synergetic combination of data from European Space Agency's (ESA) Soil Moisture and Ocean Salinity (SMOS) and Earth Explorer Opportunity Mission-2 (CryoSat-2) mission for sea ice thickness retrieval. SMOS and CryoSat-2 provide complementary information because of their different spatiotemporal sampling and resolution, and because of the complementary uncertainty due to the fundamental difference of the radiometric and altimetric measurement principle. The main limitations of the ice thickness retrieval depend on the emission e-folding depth and the vertical resolution of the effective radar pulse-length, respectively. It is shown that the combination of SMOS and CryoSat-2 considerably reduces the uncertainty with respect to the products derived from the single sensors. The root-mean-square (RMS) error is reduced from 76 to 66 centimeters (cm) and the squared correlation coefficient increases from 0.47 to 0.61 in comparison to validation data of National Aeronautics and Space Administration's (NASA) Operation IceBridge campaign, 2013. Furthermore, we demonstrate the applicability of the Optimal Interpolation method for the generation of a combined product based on weekly CryoSat-2 averages. The combination of CryoSat-2 and SMOS data sets can be used to achieve improve sea ice thickness information and the update rate of Arctic wide maps. This is based on the fact that CryoSat-2 is designed for ice thickness retrieval for thicknesses above 1 meter (m) while SMOS delivers accurate thin ice thickness information. The combination of both datasets is based on a statistical approach (optimal interpolation), which merges weekly information from CryoSat-2 and SMOS from the Alfred Wegener Institute based on the respective uncertainties for different thickness classes. The joint product was developed within the ESA project SMOS+ Sea Ice. The merging of CryoSat-2 und SMOS data was funded by the ESA project SMOS+ Sea Ice (4000101476/10/NL/CT and 4000112022/14/I-AM) and data from DATE to DATE were obtained from https://www.meereisportal.de (grant: REKLIM-2013-04). Ricker, R.; Hendricks, S.; Kaleschke, L.; Tian-Kunze, X.; King, J. and Haas, C. (2017), A weekly Arctic sea-ice thickness data record from merged CryoSat-2 and SMOS satellite data, The Cryosphere, 11, 1607-1623, doi:10.5194/tc-11-1607-2017.
format Dataset
author Robert Ricker
Stefan Hendricks
Lars Kaleschke
Xiangshan Tian-Kunze
John King
Christian Haas
Renate Treffeisen
Nina Maaß
Matthias Drusch
author_facet Robert Ricker
Stefan Hendricks
Lars Kaleschke
Xiangshan Tian-Kunze
John King
Christian Haas
Renate Treffeisen
Nina Maaß
Matthias Drusch
author_sort Robert Ricker
title Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
title_short Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
title_full Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
title_fullStr Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
title_full_unstemmed Weekly Sea Ice Thickness Maps based on Earth Explorer Opportunity Mission-2/Soil Moisture and Ocean Salinity (CryoSat-2/SMOS) Data Fusion, Arctic Sea, 2010-2020
title_sort weekly sea ice thickness maps based on earth explorer opportunity mission-2/soil moisture and ocean salinity (cryosat-2/smos) data fusion, arctic sea, 2010-2020
publisher Arctic Data Center
publishDate 2017
url https://doi.org/10.5194/tc-11-1607-2017
op_coverage Arctic sea
ENVELOPE(-180.0,180.0,90.0,66.0)
BEGINDATE: 2010-01-01T00:00:00Z ENDDATE: 2020-01-01T00:00:00Z
long_lat ENVELOPE(-180.0,180.0,90.0,66.0)
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
genre_facet Arctic
Sea ice
op_doi https://doi.org/10.5194/tc-11-1607-2017
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