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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Main Authors: Irvine-Fynn, Tristram D.L., Bunting, Pete, Cook, Joseph M., Hubbard, Alun, Barrand, Nicholas E., Hanna, Edward, Hardy, Andy J., Hodson, Andrew J., Holt, Tom O., Huss, Matthias, id_orcid:0 000-0002-2377-6923, 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/20.500.11850/522618
https://doi.org/10.3929/ethz-b-000522618
id ftethz:oai:www.research-collection.ethz.ch:20.500.11850/522618
record_format openpolar
spelling ftethz:oai:www.research-collection.ethz.ch:20.500.11850/522618 2023-07-23T04:19:33+02:00 Temporal variability of surface reflectance supersedes spatial resolution in defining greenland’s bare-ice albedo Irvine-Fynn, Tristram D.L. Bunting, Pete Cook, Joseph M. Hubbard, Alun Barrand, Nicholas E. Hanna, Edward Hardy, Andy J. Hodson, Andrew J. Holt, Tom O. Huss, Matthias id_orcid:0 000-0002-2377-6923 McQuaid, James B. Nilsson, Johan Naegeli, Kathrin Roberts, Osian Ryan, Jonathan C. Tedstone, Andrew J. Tranter, Martyn Williamson, Christopher J. 2022-01 application/application/pdf https://hdl.handle.net/20.500.11850/522618 https://doi.org/10.3929/ethz-b-000522618 en eng MDPI info:eu-repo/semantics/altIdentifier/doi/10.3390/rs14010062 info:eu-repo/semantics/altIdentifier/wos/000759474800001 http://hdl.handle.net/20.500.11850/522618 doi:10.3929/ethz-b-000522618 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International Remote Sensing, 14 (1) Greenland ice sheet Reflectance Albedo MODIS Sentinel-2 Uncrewed aerial vehicle Spectrometry Multiscale info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2022 ftethz https://doi.org/20.500.11850/52261810.3929/ethz-b-00052261810.3390/rs14010062 2023-07-02T23:50:57Z 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. ISSN:2072-4292 Article in Journal/Newspaper Greenland Ice Sheet ETH Zürich Research Collection Greenland
institution Open Polar
collection ETH Zürich Research Collection
op_collection_id ftethz
language English
topic Greenland ice sheet
Reflectance
Albedo
MODIS
Sentinel-2
Uncrewed aerial vehicle
Spectrometry
Multiscale
spellingShingle Greenland ice sheet
Reflectance
Albedo
MODIS
Sentinel-2
Uncrewed aerial vehicle
Spectrometry
Multiscale
Irvine-Fynn, Tristram D.L.
Bunting, Pete
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
id_orcid:0 000-0002-2377-6923
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
topic_facet Greenland ice sheet
Reflectance
Albedo
MODIS
Sentinel-2
Uncrewed aerial vehicle
Spectrometry
Multiscale
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. ISSN:2072-4292
format Article in Journal/Newspaper
author Irvine-Fynn, Tristram D.L.
Bunting, Pete
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
id_orcid:0 000-0002-2377-6923
McQuaid, James B.
Nilsson, Johan
Naegeli, Kathrin
Roberts, Osian
Ryan, Jonathan C.
Tedstone, Andrew J.
Tranter, Martyn
Williamson, Christopher J.
author_facet Irvine-Fynn, Tristram D.L.
Bunting, Pete
Cook, Joseph M.
Hubbard, Alun
Barrand, Nicholas E.
Hanna, Edward
Hardy, Andy J.
Hodson, Andrew J.
Holt, Tom O.
Huss, Matthias
id_orcid:0 000-0002-2377-6923
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/20.500.11850/522618
https://doi.org/10.3929/ethz-b-000522618
geographic Greenland
geographic_facet Greenland
genre Greenland
Ice Sheet
genre_facet Greenland
Ice Sheet
op_source Remote Sensing, 14 (1)
op_relation info:eu-repo/semantics/altIdentifier/doi/10.3390/rs14010062
info:eu-repo/semantics/altIdentifier/wos/000759474800001
http://hdl.handle.net/20.500.11850/522618
doi:10.3929/ethz-b-000522618
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by/4.0/
Creative Commons Attribution 4.0 International
op_doi https://doi.org/20.500.11850/52261810.3929/ethz-b-00052261810.3390/rs14010062
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