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: Istomina, L., Heygster, G., Huntemann, M., Schwarz, Pascal, Birnbaum, Gerit, Scharien, R., Polashenski, C., Perovich, D., Zege, E., Malinka, A., Prikhach, A., Katsev, I.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications (EGU) 2015
Subjects:
Online Access:https://oceanrep.geomar.de/id/eprint/26953/
https://oceanrep.geomar.de/id/eprint/26953/1/tc-9-1551-2015.pdf
https://doi.org/10.5194/tc-9-1551-2015
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spelling ftoceanrep:oai:oceanrep.geomar.de:26953 2023-05-15T13:10:46+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 Istomina, L. Heygster, G. Huntemann, M. Schwarz, Pascal Birnbaum, Gerit Scharien, R. Polashenski, C. Perovich, D. Zege, E. Malinka, A. Prikhach, A. Katsev, I. 2015 text https://oceanrep.geomar.de/id/eprint/26953/ https://oceanrep.geomar.de/id/eprint/26953/1/tc-9-1551-2015.pdf https://doi.org/10.5194/tc-9-1551-2015 en eng Copernicus Publications (EGU) https://oceanrep.geomar.de/id/eprint/26953/1/tc-9-1551-2015.pdf Istomina, L., Heygster, G., Huntemann, M., Schwarz, P., Birnbaum, G., Scharien, R., Polashenski, C., Perovich, D., Zege, E., Malinka, A., Prikhach, A. and Katsev, I. (2015) Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data . The Cryosphere, 9 . pp. 1551-1566. DOI 10.5194/tc-9-1551-2015 <https://doi.org/10.5194/tc-9-1551-2015>. doi:10.5194/tc-9-1551-2015 cc_by_3.0 Article PeerReviewed 2015 ftoceanrep https://doi.org/10.5194/tc-9-1551-2015 2023-04-07T15:16:51Z 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, R2 is equal to 0.85, with the RMS (root mean square) being equal to 0.068; for the melt pond fraction, R2 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 R2 = 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 R2 = 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 OceanRep (GEOMAR Helmholtz Centre für Ocean Research Kiel) Antarctic Arctic Arctic Ocean The Antarctic The Cryosphere 9 4 1551 1566
institution Open Polar
collection OceanRep (GEOMAR Helmholtz Centre für Ocean Research Kiel)
op_collection_id ftoceanrep
language English
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, R2 is equal to 0.85, with the RMS (root mean square) being equal to 0.068; for the melt pond fraction, R2 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 R2 = 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 R2 = 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 Istomina, L.
Heygster, G.
Huntemann, M.
Schwarz, Pascal
Birnbaum, Gerit
Scharien, R.
Polashenski, C.
Perovich, D.
Zege, E.
Malinka, A.
Prikhach, A.
Katsev, I.
spellingShingle Istomina, L.
Heygster, G.
Huntemann, M.
Schwarz, Pascal
Birnbaum, Gerit
Scharien, R.
Polashenski, C.
Perovich, D.
Zege, E.
Malinka, A.
Prikhach, A.
Katsev, I.
Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data
author_facet Istomina, L.
Heygster, G.
Huntemann, M.
Schwarz, Pascal
Birnbaum, Gerit
Scharien, R.
Polashenski, C.
Perovich, D.
Zege, E.
Malinka, A.
Prikhach, A.
Katsev, I.
author_sort Istomina, L.
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 (EGU)
publishDate 2015
url https://oceanrep.geomar.de/id/eprint/26953/
https://oceanrep.geomar.de/id/eprint/26953/1/tc-9-1551-2015.pdf
https://doi.org/10.5194/tc-9-1551-2015
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_relation https://oceanrep.geomar.de/id/eprint/26953/1/tc-9-1551-2015.pdf
Istomina, L., Heygster, G., Huntemann, M., Schwarz, P., Birnbaum, G., Scharien, R., Polashenski, C., Perovich, D., Zege, E., Malinka, A., Prikhach, A. and Katsev, I. (2015) Melt pond fraction and spectral sea ice albedo retrieval from MERIS data – Part 1: Validation against in situ, aerial, and ship cruise data . The Cryosphere, 9 . pp. 1551-1566. DOI 10.5194/tc-9-1551-2015 <https://doi.org/10.5194/tc-9-1551-2015>.
doi:10.5194/tc-9-1551-2015
op_rights cc_by_3.0
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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