Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago

The Canadian Arctic Archipelago (CAA) presents unique challenges to the determination of melt onset (MO) using remote sensing data. High spatial resolution data is required to discern melt onset among the islands and narrow waterways of the region. Current passive microwave retrievals use daily aver...

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Published in:Remote Sensing
Main Authors: Stephen Marshall, K. Andrea Scott, Randall K. Scharien
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2019
Subjects:
Q
Online Access:https://doi.org/10.3390/rs11111304
https://doaj.org/article/85c8ce764a4e4acaaafe1186d9f0f0f2
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spelling ftdoajarticles:oai:doaj.org/article:85c8ce764a4e4acaaafe1186d9f0f0f2 2023-05-15T14:28:46+02:00 Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago Stephen Marshall K. Andrea Scott Randall K. Scharien 2019-05-01T00:00:00Z https://doi.org/10.3390/rs11111304 https://doaj.org/article/85c8ce764a4e4acaaafe1186d9f0f0f2 EN eng MDPI AG https://www.mdpi.com/2072-4292/11/11/1304 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs11111304 https://doaj.org/article/85c8ce764a4e4acaaafe1186d9f0f0f2 Remote Sensing, Vol 11, Iss 11, p 1304 (2019) sea ice melt onset passive microwave Science Q article 2019 ftdoajarticles https://doi.org/10.3390/rs11111304 2022-12-30T20:33:07Z The Canadian Arctic Archipelago (CAA) presents unique challenges to the determination of melt onset (MO) using remote sensing data. High spatial resolution data is required to discern melt onset among the islands and narrow waterways of the region. Current passive microwave retrievals use daily averaged 19 GHz and 37 GHz data from the multi-channel microwave radiometer (SMMR) and/or the special sensor microwave/imager (SSM/I). The development of a new passive microwave melt onset method capable of using higher resolution data is desirable. The new passive microwave melt onset method described here, named the Dynamic Threshold Variability Method (DTVM), uses higher resolution data from the 37 GHz vertically-polarized channel from the advanced microwave scanning radiometers (AMSR-E and AMSR-2). The DTVM MO detection methodology differs from previously presented passive microwave Arctic MO methods in that it does not use a fixed threshold of a brightness temperature parameter. Instead, the DTVM determines MO dates based on the distribution of dates corresponding to the exceedance of a range of brightness temperature variability thresholds. The method also uses swath data instead of daily averaged brightness temperatures, which is found to lead to improved melt detection. Two current passive microwave MO methods are compared and evaluated for applicability in the CAA alongside the DTVM. The DTVM provides MO dates at a higher spatial resolution than earlier methods in addition to higher correlation with MO dates from surface air temperature (SAT) reanalyses. It is found that, for some years, MO dates in the CAA exhibit a latitudinal dependence, while in other years the MO dates in the CAA are relatively uniform across the domain. Article in Journal/Newspaper Arctic Archipelago Arctic Canadian Arctic Archipelago Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Canadian Arctic Archipelago Remote Sensing 11 11 1304
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic sea ice
melt onset
passive microwave
Science
Q
spellingShingle sea ice
melt onset
passive microwave
Science
Q
Stephen Marshall
K. Andrea Scott
Randall K. Scharien
Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
topic_facet sea ice
melt onset
passive microwave
Science
Q
description The Canadian Arctic Archipelago (CAA) presents unique challenges to the determination of melt onset (MO) using remote sensing data. High spatial resolution data is required to discern melt onset among the islands and narrow waterways of the region. Current passive microwave retrievals use daily averaged 19 GHz and 37 GHz data from the multi-channel microwave radiometer (SMMR) and/or the special sensor microwave/imager (SSM/I). The development of a new passive microwave melt onset method capable of using higher resolution data is desirable. The new passive microwave melt onset method described here, named the Dynamic Threshold Variability Method (DTVM), uses higher resolution data from the 37 GHz vertically-polarized channel from the advanced microwave scanning radiometers (AMSR-E and AMSR-2). The DTVM MO detection methodology differs from previously presented passive microwave Arctic MO methods in that it does not use a fixed threshold of a brightness temperature parameter. Instead, the DTVM determines MO dates based on the distribution of dates corresponding to the exceedance of a range of brightness temperature variability thresholds. The method also uses swath data instead of daily averaged brightness temperatures, which is found to lead to improved melt detection. Two current passive microwave MO methods are compared and evaluated for applicability in the CAA alongside the DTVM. The DTVM provides MO dates at a higher spatial resolution than earlier methods in addition to higher correlation with MO dates from surface air temperature (SAT) reanalyses. It is found that, for some years, MO dates in the CAA exhibit a latitudinal dependence, while in other years the MO dates in the CAA are relatively uniform across the domain.
format Article in Journal/Newspaper
author Stephen Marshall
K. Andrea Scott
Randall K. Scharien
author_facet Stephen Marshall
K. Andrea Scott
Randall K. Scharien
author_sort Stephen Marshall
title Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
title_short Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
title_full Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
title_fullStr Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
title_full_unstemmed Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago
title_sort passive microwave melt onset retrieval based on a variable threshold: assessment in the canadian arctic archipelago
publisher MDPI AG
publishDate 2019
url https://doi.org/10.3390/rs11111304
https://doaj.org/article/85c8ce764a4e4acaaafe1186d9f0f0f2
geographic Arctic
Canadian Arctic Archipelago
geographic_facet Arctic
Canadian Arctic Archipelago
genre Arctic Archipelago
Arctic
Canadian Arctic Archipelago
Sea ice
genre_facet Arctic Archipelago
Arctic
Canadian Arctic Archipelago
Sea ice
op_source Remote Sensing, Vol 11, Iss 11, p 1304 (2019)
op_relation https://www.mdpi.com/2072-4292/11/11/1304
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs11111304
https://doaj.org/article/85c8ce764a4e4acaaafe1186d9f0f0f2
op_doi https://doi.org/10.3390/rs11111304
container_title Remote Sensing
container_volume 11
container_issue 11
container_start_page 1304
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