Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions

The size and shape of snow grains directly impacts the reflection by a snowpack. In this article, different approaches to retrieve the optical-equivalent snow grain size (ropt) or, alternatively, the specific surface area (SSA) using satellite, airborne, and ground-based observations are compared an...

Full description

Bibliographic Details
Published in:Remote Sensing
Main Authors: Evelyn Jäkel, Tim Carlsen, André Ehrlich, Manfred Wendisch, Michael Schäfer, Sophie Rosenburg, Konstantina Nakoudi, Marco Zanatta, Gerit Birnbaum, Veit Helm, Andreas Herber, Larysa Istomina, Linlu Mei, Anika Rohde
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2021
Subjects:
SSA
Online Access:https://doi.org/10.3390/rs13234904
id ftmdpi:oai:mdpi.com:/2072-4292/13/23/4904/
record_format openpolar
spelling ftmdpi:oai:mdpi.com:/2072-4292/13/23/4904/ 2023-08-20T03:59:21+02:00 Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions Evelyn Jäkel Tim Carlsen André Ehrlich Manfred Wendisch Michael Schäfer Sophie Rosenburg Konstantina Nakoudi Marco Zanatta Gerit Birnbaum Veit Helm Andreas Herber Larysa Istomina Linlu Mei Anika Rohde 2021-12-03 application/pdf https://doi.org/10.3390/rs13234904 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs13234904 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 13; Issue 23; Pages: 4904 snow grain size SSA Arctic airborne observations MODIS Sentinel Text 2021 ftmdpi https://doi.org/10.3390/rs13234904 2023-08-01T03:27:00Z The size and shape of snow grains directly impacts the reflection by a snowpack. In this article, different approaches to retrieve the optical-equivalent snow grain size (ropt) or, alternatively, the specific surface area (SSA) using satellite, airborne, and ground-based observations are compared and used to evaluate ICON-ART (ICOsahedral Nonhydrostatic—Aerosols and Reactive Trace gases) simulations. The retrieval methods are based on optical measurements and rely on the ropt-dependent absorption of solar radiation in snow. The measurement data were taken during a three-week campaign that was conducted in the North of Greenland in March/April 2018, such that the retrieval methods and radiation measurements are affected by enhanced uncertainties under these low-Sun conditions. An adjusted airborne retrieval method is applied which uses the albedo at 1700 nm wavelength and combines an atmospheric and snow radiative transfer model to account for the direct-to-global fraction of the solar radiation incident on the snow. From this approach, we achieved a significantly improved uncertainty (<25%) and a reduced effect of atmospheric masking compared to the previous method. Ground-based in situ measurements indicated an increase of ropt of 15 µm within a five-day period after a snowfall event which is small compared to previous observations under similar temperature regimes. ICON-ART captured the observed change of ropt during snowfall events, but systematically overestimated the subsequent snow grain growth by about 100%. Adjusting the growth rate factor to 0.012 µm2 s−1 minimized the difference between model and observations. Satellite-based and airborne retrieval methods showed higher ropt over sea ice (<300 µm) than over land surfaces (<100 µm) which was reduced by data filtering of surface roughness features. Moderate-Resolution Imaging Spectroradiometer (MODIS) retrievals revealed a large spread within a series of subsequent individual overpasses, indicating their limitations in observing the snow grain ... Text albedo Arctic Greenland Sea ice MDPI Open Access Publishing Arctic Greenland Remote Sensing 13 23 4904
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic snow grain size
SSA
Arctic
airborne observations
MODIS
Sentinel
spellingShingle snow grain size
SSA
Arctic
airborne observations
MODIS
Sentinel
Evelyn Jäkel
Tim Carlsen
André Ehrlich
Manfred Wendisch
Michael Schäfer
Sophie Rosenburg
Konstantina Nakoudi
Marco Zanatta
Gerit Birnbaum
Veit Helm
Andreas Herber
Larysa Istomina
Linlu Mei
Anika Rohde
Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
topic_facet snow grain size
SSA
Arctic
airborne observations
MODIS
Sentinel
description The size and shape of snow grains directly impacts the reflection by a snowpack. In this article, different approaches to retrieve the optical-equivalent snow grain size (ropt) or, alternatively, the specific surface area (SSA) using satellite, airborne, and ground-based observations are compared and used to evaluate ICON-ART (ICOsahedral Nonhydrostatic—Aerosols and Reactive Trace gases) simulations. The retrieval methods are based on optical measurements and rely on the ropt-dependent absorption of solar radiation in snow. The measurement data were taken during a three-week campaign that was conducted in the North of Greenland in March/April 2018, such that the retrieval methods and radiation measurements are affected by enhanced uncertainties under these low-Sun conditions. An adjusted airborne retrieval method is applied which uses the albedo at 1700 nm wavelength and combines an atmospheric and snow radiative transfer model to account for the direct-to-global fraction of the solar radiation incident on the snow. From this approach, we achieved a significantly improved uncertainty (<25%) and a reduced effect of atmospheric masking compared to the previous method. Ground-based in situ measurements indicated an increase of ropt of 15 µm within a five-day period after a snowfall event which is small compared to previous observations under similar temperature regimes. ICON-ART captured the observed change of ropt during snowfall events, but systematically overestimated the subsequent snow grain growth by about 100%. Adjusting the growth rate factor to 0.012 µm2 s−1 minimized the difference between model and observations. Satellite-based and airborne retrieval methods showed higher ropt over sea ice (<300 µm) than over land surfaces (<100 µm) which was reduced by data filtering of surface roughness features. Moderate-Resolution Imaging Spectroradiometer (MODIS) retrievals revealed a large spread within a series of subsequent individual overpasses, indicating their limitations in observing the snow grain ...
format Text
author Evelyn Jäkel
Tim Carlsen
André Ehrlich
Manfred Wendisch
Michael Schäfer
Sophie Rosenburg
Konstantina Nakoudi
Marco Zanatta
Gerit Birnbaum
Veit Helm
Andreas Herber
Larysa Istomina
Linlu Mei
Anika Rohde
author_facet Evelyn Jäkel
Tim Carlsen
André Ehrlich
Manfred Wendisch
Michael Schäfer
Sophie Rosenburg
Konstantina Nakoudi
Marco Zanatta
Gerit Birnbaum
Veit Helm
Andreas Herber
Larysa Istomina
Linlu Mei
Anika Rohde
author_sort Evelyn Jäkel
title Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
title_short Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
title_full Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
title_fullStr Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
title_full_unstemmed Measurements and Modeling of Optical-Equivalent Snow Grain Sizes under Arctic Low-Sun Conditions
title_sort measurements and modeling of optical-equivalent snow grain sizes under arctic low-sun conditions
publisher Multidisciplinary Digital Publishing Institute
publishDate 2021
url https://doi.org/10.3390/rs13234904
geographic Arctic
Greenland
geographic_facet Arctic
Greenland
genre albedo
Arctic
Greenland
Sea ice
genre_facet albedo
Arctic
Greenland
Sea ice
op_source Remote Sensing; Volume 13; Issue 23; Pages: 4904
op_relation https://dx.doi.org/10.3390/rs13234904
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/rs13234904
container_title Remote Sensing
container_volume 13
container_issue 23
container_start_page 4904
_version_ 1774712388769021952