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, P., Birnbaum, G., Scharien, R., Polashenski, C., Perovich, D., Zege, E., Malinka, A., Prikhach, A., Katsev, I.
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/tc-9-1551-2015
https://tc.copernicus.org/articles/9/1551/2015/
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spelling ftcopernicus:oai:publications.copernicus.org:tc26992 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, P. Birnbaum, G. Scharien, R. Polashenski, C. Perovich, D. Zege, E. Malinka, A. Prikhach, A. Katsev, I. 2018-09-27 application/pdf https://doi.org/10.5194/tc-9-1551-2015 https://tc.copernicus.org/articles/9/1551/2015/ eng eng doi:10.5194/tc-9-1551-2015 https://tc.copernicus.org/articles/9/1551/2015/ eISSN: 1994-0424 Text 2018 ftcopernicus https://doi.org/10.5194/tc-9-1551-2015 2020-07-20T16:24:30Z 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. Text albedo Antarc* Antarctic Arctic Arctic Ocean Sea ice Copernicus Publications: E-Journals Antarctic Arctic Arctic Ocean The Antarctic The Cryosphere 9 4 1551 1566
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
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, 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 Text
author Istomina, L.
Heygster, G.
Huntemann, M.
Schwarz, P.
Birnbaum, G.
Scharien, R.
Polashenski, C.
Perovich, D.
Zege, E.
Malinka, A.
Prikhach, A.
Katsev, I.
spellingShingle Istomina, L.
Heygster, G.
Huntemann, M.
Schwarz, P.
Birnbaum, G.
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, P.
Birnbaum, G.
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
publishDate 2018
url https://doi.org/10.5194/tc-9-1551-2015
https://tc.copernicus.org/articles/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
genre_facet albedo
Antarc*
Antarctic
Arctic
Arctic Ocean
Sea ice
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-9-1551-2015
https://tc.copernicus.org/articles/9/1551/2015/
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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