Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data

The presence of melt ponds on the Arctic sea ice strongly affects the energy balance of the Arctic Ocean in summer. It affects albedo as well as transmittance through the sea ice, which has consequences for the heat balance and mass balance of sea ice. An algorithm to retrieve melt pond fraction and...

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Published in:The Cryosphere
Main Authors: L. Istomina, G. Heygster, M. Huntemann, P. Schwarz, G. Birnbaum, R. Scharien, C. Polashenski, D. Perovich, E. Zege, A. Malinka, A. Prikhach, I. Katsev
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2015
Subjects:
Online Access:https://doi.org/10.5194/tc-9-1551-2015
https://doaj.org/article/baacf0c09ebc44adb3d26ec37cd1a905
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spelling ftdoajarticles:oai:doaj.org/article:baacf0c09ebc44adb3d26ec37cd1a905 2023-05-15T13:10:48+02:00 Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data L. Istomina G. Heygster M. Huntemann P. Schwarz G. Birnbaum R. Scharien C. Polashenski D. Perovich E. Zege A. Malinka A. Prikhach I. Katsev 2015-08-01T00:00:00Z https://doi.org/10.5194/tc-9-1551-2015 https://doaj.org/article/baacf0c09ebc44adb3d26ec37cd1a905 EN eng Copernicus Publications http://www.the-cryosphere.net/9/1551/2015/tc-9-1551-2015.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-9-1551-2015 https://doaj.org/article/baacf0c09ebc44adb3d26ec37cd1a905 The Cryosphere, Vol 9, Iss 4, Pp 1551-1566 (2015) Environmental sciences GE1-350 Geology QE1-996.5 article 2015 ftdoajarticles https://doi.org/10.5194/tc-9-1551-2015 2022-12-31T00:26:19Z The presence of melt ponds on the Arctic sea ice strongly affects the energy balance of the Arctic Ocean in summer. It affects albedo as well as transmittance through the sea ice, which has consequences for the heat balance and mass balance of sea ice. An algorithm to retrieve melt pond fraction and sea ice albedo from Medium Resolution Imaging Spectrometer (MERIS) data is validated against aerial, shipborne and in situ campaign data. The results show the best correlation for landfast and multiyear ice of high ice concentrations. For broadband albedo, R 2 is equal to 0.85, with the RMS (root mean square) being equal to 0.068; for the melt pond fraction, R 2 is equal to 0.36, with the RMS being equal to 0.065. The correlation for lower ice concentrations, subpixel ice floes, blue ice and wet ice is lower due to ice drift and challenging for the retrieval surface conditions. Combining all aerial observations gives a mean albedo RMS of 0.089 and a mean melt pond fraction RMS of 0.22. The in situ melt pond fraction correlation is R 2 = 0.52 with an RMS = 0.14. Ship cruise data might be affected by documentation of varying accuracy within the Antarctic Sea Ice Processes and Climate (ASPeCt) protocol, which may contribute to the discrepancy between the satellite value and the observed value: mean R 2 = 0.044, mean RMS = 0.16. An additional dynamic spatial cloud filter for MERIS over snow and ice has been developed to assist with the validation on swath data. Article in Journal/Newspaper albedo Antarc* Antarctic Arctic Arctic Ocean Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Antarctic Arctic Arctic Ocean The Antarctic The Cryosphere 9 4 1551 1566
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
L. Istomina
G. Heygster
M. Huntemann
P. Schwarz
G. Birnbaum
R. Scharien
C. Polashenski
D. Perovich
E. Zege
A. Malinka
A. Prikhach
I. Katsev
Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description The presence of melt ponds on the Arctic sea ice strongly affects the energy balance of the Arctic Ocean in summer. It affects albedo as well as transmittance through the sea ice, which has consequences for the heat balance and mass balance of sea ice. An algorithm to retrieve melt pond fraction and sea ice albedo from Medium Resolution Imaging Spectrometer (MERIS) data is validated against aerial, shipborne and in situ campaign data. The results show the best correlation for landfast and multiyear ice of high ice concentrations. For broadband albedo, R 2 is equal to 0.85, with the RMS (root mean square) being equal to 0.068; for the melt pond fraction, R 2 is equal to 0.36, with the RMS being equal to 0.065. The correlation for lower ice concentrations, subpixel ice floes, blue ice and wet ice is lower due to ice drift and challenging for the retrieval surface conditions. Combining all aerial observations gives a mean albedo RMS of 0.089 and a mean melt pond fraction RMS of 0.22. The in situ melt pond fraction correlation is R 2 = 0.52 with an RMS = 0.14. Ship cruise data might be affected by documentation of varying accuracy within the Antarctic Sea Ice Processes and Climate (ASPeCt) protocol, which may contribute to the discrepancy between the satellite value and the observed value: mean R 2 = 0.044, mean RMS = 0.16. An additional dynamic spatial cloud filter for MERIS over snow and ice has been developed to assist with the validation on swath data.
format Article in Journal/Newspaper
author L. Istomina
G. Heygster
M. Huntemann
P. Schwarz
G. Birnbaum
R. Scharien
C. Polashenski
D. Perovich
E. Zege
A. Malinka
A. Prikhach
I. Katsev
author_facet L. Istomina
G. Heygster
M. Huntemann
P. Schwarz
G. Birnbaum
R. Scharien
C. Polashenski
D. Perovich
E. Zege
A. Malinka
A. Prikhach
I. Katsev
author_sort L. Istomina
title Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
title_short Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
title_full Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
title_fullStr Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
title_full_unstemmed Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
title_sort melt pond fraction and spectral sea ice albedo retrieval from meris data – part 1: validation against in situ, aerial, and ship cruise data
publisher Copernicus Publications
publishDate 2015
url https://doi.org/10.5194/tc-9-1551-2015
https://doaj.org/article/baacf0c09ebc44adb3d26ec37cd1a905
geographic Antarctic
Arctic
Arctic Ocean
The Antarctic
geographic_facet Antarctic
Arctic
Arctic Ocean
The Antarctic
genre albedo
Antarc*
Antarctic
Arctic
Arctic Ocean
Sea ice
The Cryosphere
genre_facet albedo
Antarc*
Antarctic
Arctic
Arctic Ocean
Sea ice
The Cryosphere
op_source The Cryosphere, Vol 9, Iss 4, Pp 1551-1566 (2015)
op_relation http://www.the-cryosphere.net/9/1551/2015/tc-9-1551-2015.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
1994-0416
1994-0424
doi:10.5194/tc-9-1551-2015
https://doaj.org/article/baacf0c09ebc44adb3d26ec37cd1a905
op_doi https://doi.org/10.5194/tc-9-1551-2015
container_title The Cryosphere
container_volume 9
container_issue 4
container_start_page 1551
op_container_end_page 1566
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