Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML

The observed brightness temperatures (Tb) at 37 GHz from typical moderate density dry snow in mid-latitudes decreases with increasing snow water equivalent (SWE) due to volume scattering of the ground emissions by the overlying snow. At a certain point, however, as SWE increases, the emission from t...

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Published in:Remote Sensing
Main Authors: Nastaran Saberi, Richard Kelly, Peter Toose, Alexandre Roy, Chris Derksen
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2017
Subjects:
Q
Online Access:https://doi.org/10.3390/rs9121327
https://doaj.org/article/abef7ce919e74424b33c74049d3d7d8c
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spelling ftdoajarticles:oai:doaj.org/article:abef7ce919e74424b33c74049d3d7d8c 2023-05-15T15:18:22+02:00 Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML Nastaran Saberi Richard Kelly Peter Toose Alexandre Roy Chris Derksen 2017-12-01T00:00:00Z https://doi.org/10.3390/rs9121327 https://doaj.org/article/abef7ce919e74424b33c74049d3d7d8c EN eng MDPI AG https://www.mdpi.com/2072-4292/9/12/1327 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs9121327 https://doaj.org/article/abef7ce919e74424b33c74049d3d7d8c Remote Sensing, Vol 9, Iss 12, p 1327 (2017) passive microwave emission modeling dense media radiative transfer-multi layered snow water equivalent airborne Science Q article 2017 ftdoajarticles https://doi.org/10.3390/rs9121327 2022-12-31T16:07:41Z The observed brightness temperatures (Tb) at 37 GHz from typical moderate density dry snow in mid-latitudes decreases with increasing snow water equivalent (SWE) due to volume scattering of the ground emissions by the overlying snow. At a certain point, however, as SWE increases, the emission from the snowpack offsets the scattering of the sub-nivean emission. In tundra snow, the Tb slope reversal occurs at shallower snow thicknesses. While it has been postulated that the inflection point in the seasonal time series of observed Tb V 37 GHz of tundra snow is controlled by the formation of a thick wind slab layer, the simulation of this effect has yet to be confirmed. Therefore, the Dense Media Radiative Transfer Theory for Multi Layered (DMRT-ML) snowpack is used to predict the passive microwave response from airborne observations over shallow, dense, slab-layered tundra snow. Airborne radiometer observations coordinated with ground-based in situ snow measurements were acquired in the Canadian high Arctic near Eureka, NT, in April 2011. The DMRT-ML was parameterized with the in situ snow measurements using a two-layer snowpack and run in two configurations: a depth hoar and a wind slab dominated pack. With these two configurations, the calibrated DMRT-ML successfully predicted the Tb V 37 GHz response (R correlation of 0.83) when compared with the observed airborne Tb footprints containing snow pits measurements. Using this calibrated model, the DMRT-ML was applied to the whole study region. At the satellite observation scale, observations from the Advanced Microwave Scanning Radiometer-Earth Observing System (AMSR-E) over the study area reflected seasonal differences between Tb V 37 GHz and Tb V 19 GHz that supports the hypothesis of the development of an early season volume scattering depth hoar layer, followed by the growth of the late season emission-dominated wind slab layer. This research highlights the necessity to consider the two-part emission characteristics of a slab-dominated tundra snowpack at 37 GHz ... Article in Journal/Newspaper Arctic Tundra Directory of Open Access Journals: DOAJ Articles Arctic Eureka ENVELOPE(-85.940,-85.940,79.990,79.990) Remote Sensing 9 12 1327
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic passive microwave
emission modeling
dense media radiative transfer-multi layered
snow water equivalent
airborne
Science
Q
spellingShingle passive microwave
emission modeling
dense media radiative transfer-multi layered
snow water equivalent
airborne
Science
Q
Nastaran Saberi
Richard Kelly
Peter Toose
Alexandre Roy
Chris Derksen
Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
topic_facet passive microwave
emission modeling
dense media radiative transfer-multi layered
snow water equivalent
airborne
Science
Q
description The observed brightness temperatures (Tb) at 37 GHz from typical moderate density dry snow in mid-latitudes decreases with increasing snow water equivalent (SWE) due to volume scattering of the ground emissions by the overlying snow. At a certain point, however, as SWE increases, the emission from the snowpack offsets the scattering of the sub-nivean emission. In tundra snow, the Tb slope reversal occurs at shallower snow thicknesses. While it has been postulated that the inflection point in the seasonal time series of observed Tb V 37 GHz of tundra snow is controlled by the formation of a thick wind slab layer, the simulation of this effect has yet to be confirmed. Therefore, the Dense Media Radiative Transfer Theory for Multi Layered (DMRT-ML) snowpack is used to predict the passive microwave response from airborne observations over shallow, dense, slab-layered tundra snow. Airborne radiometer observations coordinated with ground-based in situ snow measurements were acquired in the Canadian high Arctic near Eureka, NT, in April 2011. The DMRT-ML was parameterized with the in situ snow measurements using a two-layer snowpack and run in two configurations: a depth hoar and a wind slab dominated pack. With these two configurations, the calibrated DMRT-ML successfully predicted the Tb V 37 GHz response (R correlation of 0.83) when compared with the observed airborne Tb footprints containing snow pits measurements. Using this calibrated model, the DMRT-ML was applied to the whole study region. At the satellite observation scale, observations from the Advanced Microwave Scanning Radiometer-Earth Observing System (AMSR-E) over the study area reflected seasonal differences between Tb V 37 GHz and Tb V 19 GHz that supports the hypothesis of the development of an early season volume scattering depth hoar layer, followed by the growth of the late season emission-dominated wind slab layer. This research highlights the necessity to consider the two-part emission characteristics of a slab-dominated tundra snowpack at 37 GHz ...
format Article in Journal/Newspaper
author Nastaran Saberi
Richard Kelly
Peter Toose
Alexandre Roy
Chris Derksen
author_facet Nastaran Saberi
Richard Kelly
Peter Toose
Alexandre Roy
Chris Derksen
author_sort Nastaran Saberi
title Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
title_short Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
title_full Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
title_fullStr Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
title_full_unstemmed Modeling the Observed Microwave Emission from Shallow Multi-Layer Tundra Snow Using DMRT-ML
title_sort modeling the observed microwave emission from shallow multi-layer tundra snow using dmrt-ml
publisher MDPI AG
publishDate 2017
url https://doi.org/10.3390/rs9121327
https://doaj.org/article/abef7ce919e74424b33c74049d3d7d8c
long_lat ENVELOPE(-85.940,-85.940,79.990,79.990)
geographic Arctic
Eureka
geographic_facet Arctic
Eureka
genre Arctic
Tundra
genre_facet Arctic
Tundra
op_source Remote Sensing, Vol 9, Iss 12, p 1327 (2017)
op_relation https://www.mdpi.com/2072-4292/9/12/1327
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs9121327
https://doaj.org/article/abef7ce919e74424b33c74049d3d7d8c
op_doi https://doi.org/10.3390/rs9121327
container_title Remote Sensing
container_volume 9
container_issue 12
container_start_page 1327
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