Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo

Ice surface albedo is a primary modulator of melt and runoff, yet our understanding of how reflectance varies over time across the Greenland Ice Sheet remains poor. This is due to a disconnect between point or transect scale albedo sampling and the coarser spatial, spectral and/or temporal resolutio...

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Published in:Remote Sensing
Main Authors: Irvine-Fynn, Tristram D. L., Bunting, Peter S., Cook, Joseph M., Hubbard, Alun, Barrand, Nicholas E., Hanna, Edward, Hardy, Andy J., Hodson, Andrew J., Holt, Tom O., Huss, Matthias, McQuaid, James B., Nilsson, Johan, Naegeli, Kathrin, Roberts, Osian, Ryan, Jonathan C., Tedstone, Andrew J., Tranter, Martyn, Williamson, Christopher J.
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2022
Subjects:
Online Access:https://hdl.handle.net/11250/2977963
https://doi.org/10.3390/rs14010062
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spelling fthsvestlandet:oai:hvlopen.brage.unit.no:11250/2977963 2024-03-03T08:45:03+00:00 Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo Irvine-Fynn, Tristram D. L. Bunting, Peter S. Cook, Joseph M. Hubbard, Alun Barrand, Nicholas E. Hanna, Edward Hardy, Andy J. Hodson, Andrew J. Holt, Tom O. Huss, Matthias McQuaid, James B. Nilsson, Johan Naegeli, Kathrin Roberts, Osian Ryan, Jonathan C. Tedstone, Andrew J. Tranter, Martyn Williamson, Christopher J. 2022 application/pdf https://hdl.handle.net/11250/2977963 https://doi.org/10.3390/rs14010062 eng eng MDPI Norges forskningsråd: 223259 Irvine-Fynn, T. D. L., Bunting, P., Cook, J. M., Hubbard, A., Barrand, N. E., Hanna, E., . . . Williamson, C. J. (2021). Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo. Remote Sensing, 14(1): 62. urn:issn:2072-4292 https://hdl.handle.net/11250/2977963 https://doi.org/10.3390/rs14010062 cristin:1975168 Navngivelse 4.0 Internasjonal http://creativecommons.org/licenses/by/4.0/deed.no © 2021 by the authors. 14 Remote Sensing 1 62 Peer reviewed Journal article 2022 fthsvestlandet https://doi.org/10.3390/rs14010062 2024-02-02T12:40:30Z Ice surface albedo is a primary modulator of melt and runoff, yet our understanding of how reflectance varies over time across the Greenland Ice Sheet remains poor. This is due to a disconnect between point or transect scale albedo sampling and the coarser spatial, spectral and/or temporal resolutions of available satellite products. Here, we present time-series of bare-ice surface reflectance data that span a range of length scales, from the 500 m for Moderate Resolution Imaging Spectrometer’s MOD10A1 product, to 10 m for Sentinel-2 imagery, 0.1 m spot measurements from ground-based field spectrometry, and 2.5 cm from uncrewed aerial drone imagery. Our results reveal broad similarities in seasonal patterns in bare-ice reflectance, but further analysis identifies short-term dynamics in reflectance distribution that are unique to each dataset. Using these distributions, we demonstrate that areal mean reflectance is the primary control on local ablation rates, and that the spatial distribution of specific ice types and impurities is secondary. Given the rapid changes in mean reflectance observed in the datasets presented, we propose that albedo parameterizations can be improved by (i) quantitative assessment of the representativeness of time-averaged reflectance data products, and, (ii) using temporally-resolved functions to describe the variability in impurity distribution at daily time-scales. We conclude that the regional melt model performance may not be optimally improved by increased spatial resolution and the incorporation of sub-pixel heterogeneity, but instead, should focus on the temporal dynamics of bare-ice albedo. publishedVersion Article in Journal/Newspaper Greenland Ice Sheet Høgskulen på Vestlandet: HVL Open Greenland Remote Sensing 14 1 62
institution Open Polar
collection Høgskulen på Vestlandet: HVL Open
op_collection_id fthsvestlandet
language English
description Ice surface albedo is a primary modulator of melt and runoff, yet our understanding of how reflectance varies over time across the Greenland Ice Sheet remains poor. This is due to a disconnect between point or transect scale albedo sampling and the coarser spatial, spectral and/or temporal resolutions of available satellite products. Here, we present time-series of bare-ice surface reflectance data that span a range of length scales, from the 500 m for Moderate Resolution Imaging Spectrometer’s MOD10A1 product, to 10 m for Sentinel-2 imagery, 0.1 m spot measurements from ground-based field spectrometry, and 2.5 cm from uncrewed aerial drone imagery. Our results reveal broad similarities in seasonal patterns in bare-ice reflectance, but further analysis identifies short-term dynamics in reflectance distribution that are unique to each dataset. Using these distributions, we demonstrate that areal mean reflectance is the primary control on local ablation rates, and that the spatial distribution of specific ice types and impurities is secondary. Given the rapid changes in mean reflectance observed in the datasets presented, we propose that albedo parameterizations can be improved by (i) quantitative assessment of the representativeness of time-averaged reflectance data products, and, (ii) using temporally-resolved functions to describe the variability in impurity distribution at daily time-scales. We conclude that the regional melt model performance may not be optimally improved by increased spatial resolution and the incorporation of sub-pixel heterogeneity, but instead, should focus on the temporal dynamics of bare-ice albedo. publishedVersion
format Article in Journal/Newspaper
author Irvine-Fynn, Tristram D. L.
Bunting, Peter S.
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
McQuaid, James B.
Nilsson, Johan
Naegeli, Kathrin
Roberts, Osian
Ryan, Jonathan C.
Tedstone, Andrew J.
Tranter, Martyn
Williamson, Christopher J.
spellingShingle Irvine-Fynn, Tristram D. L.
Bunting, Peter S.
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
McQuaid, James B.
Nilsson, Johan
Naegeli, Kathrin
Roberts, Osian
Ryan, Jonathan C.
Tedstone, Andrew J.
Tranter, Martyn
Williamson, Christopher J.
Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
author_facet Irvine-Fynn, Tristram D. L.
Bunting, Peter S.
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
McQuaid, James B.
Nilsson, Johan
Naegeli, Kathrin
Roberts, Osian
Ryan, Jonathan C.
Tedstone, Andrew J.
Tranter, Martyn
Williamson, Christopher J.
author_sort Irvine-Fynn, Tristram D. L.
title Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
title_short Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
title_full Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
title_fullStr Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
title_full_unstemmed Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo
title_sort temporal variability of surface reflectance supersedes spatial resolution in defining greenland’s bare-ice albedo
publisher MDPI
publishDate 2022
url https://hdl.handle.net/11250/2977963
https://doi.org/10.3390/rs14010062
geographic Greenland
geographic_facet Greenland
genre Greenland
Ice Sheet
genre_facet Greenland
Ice Sheet
op_source 14
Remote Sensing
1
62
op_relation Norges forskningsråd: 223259
Irvine-Fynn, T. D. L., Bunting, P., Cook, J. M., Hubbard, A., Barrand, N. E., Hanna, E., . . . Williamson, C. J. (2021). Temporal Variability of Surface Reflectance Supersedes Spatial Resolution in Defining Greenland’s Bare-Ice Albedo. Remote Sensing, 14(1): 62.
urn:issn:2072-4292
https://hdl.handle.net/11250/2977963
https://doi.org/10.3390/rs14010062
cristin:1975168
op_rights Navngivelse 4.0 Internasjonal
http://creativecommons.org/licenses/by/4.0/deed.no
© 2021 by the authors.
op_doi https://doi.org/10.3390/rs14010062
container_title Remote Sensing
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