ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm
Information on soil surface state is valuable for many applications such as climate studies and monitoring of permafrost regions. C-band scatterometer data indicate good potential to deliver information on surface freeze/thaw. Variation in state or amount of water contained in the soil causes signif...
Published in: | IEEE Transactions on Geoscience and Remote Sensing |
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ftdlr:oai:elib.dlr.de:77932 2023-12-17T10:48:37+01:00 ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm Naeimi, Vahid Paulik, Christoph Bartsch, Annett Wagner, Wolfgang Park, San-Eun Elger, Kirsten Boike, Julia 2012-01 https://elib.dlr.de/77932/ http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6133332 unknown IEEE - Institute of Electrical and Electronics Engineers Naeimi, Vahid und Paulik, Christoph und Bartsch, Annett und Wagner, Wolfgang und Park, San-Eun und Elger, Kirsten und Boike, Julia (2012) ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm. IEEE Transactions on Geoscience and Remote Sensing, 50 (7), Seiten 2566-2582. IEEE - Institute of Electrical and Electronics Engineers. doi:10.1109/TGRS.2011.2177667 <https://doi.org/10.1109/TGRS.2011.2177667>. Landoberfläche Zeitschriftenbeitrag PeerReviewed 2012 ftdlr https://doi.org/10.1109/TGRS.2011.2177667 2023-11-20T00:23:54Z Information on soil surface state is valuable for many applications such as climate studies and monitoring of permafrost regions. C-band scatterometer data indicate good potential to deliver information on surface freeze/thaw. Variation in state or amount of water contained in the soil causes significant alteration of dielectric properties of the soil which is markedly observable in scatterometer backscattered signal. A threshold-analysis method is developed to derive a set of parameters to be used in evaluating the normalized backscatter measurements through decision trees and anomaly detectionmodules for determination of freeze/thaw conditions. The model parameters are extracted from two years (2007–2008) backscatter data from ASCAT scatterometer onboard Metop satellite collocated with ECMWF ReAnalysis (ERA-Interim) soil temperature. Backscatter measurements are flagged as indicator of frozen/unfrozen surface, and snowmelt or existing water on the surface. The output product, so-called surface state flag (SSF), compares well with two modeled soil temperature data sets as well as the air temperature measurements from synoptic meteorological stations across the northern hemisphere. The SSF time series are also validated with soil temperature data available at four in situ observation sites in Siberian and Alaska regions showing the overall accuracy of about 80% to 90%. Article in Journal/Newspaper permafrost Alaska German Aerospace Center: elib - DLR electronic library IEEE Transactions on Geoscience and Remote Sensing 50 7 2566 2582 |
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German Aerospace Center: elib - DLR electronic library |
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Landoberfläche Naeimi, Vahid Paulik, Christoph Bartsch, Annett Wagner, Wolfgang Park, San-Eun Elger, Kirsten Boike, Julia ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
topic_facet |
Landoberfläche |
description |
Information on soil surface state is valuable for many applications such as climate studies and monitoring of permafrost regions. C-band scatterometer data indicate good potential to deliver information on surface freeze/thaw. Variation in state or amount of water contained in the soil causes significant alteration of dielectric properties of the soil which is markedly observable in scatterometer backscattered signal. A threshold-analysis method is developed to derive a set of parameters to be used in evaluating the normalized backscatter measurements through decision trees and anomaly detectionmodules for determination of freeze/thaw conditions. The model parameters are extracted from two years (2007–2008) backscatter data from ASCAT scatterometer onboard Metop satellite collocated with ECMWF ReAnalysis (ERA-Interim) soil temperature. Backscatter measurements are flagged as indicator of frozen/unfrozen surface, and snowmelt or existing water on the surface. The output product, so-called surface state flag (SSF), compares well with two modeled soil temperature data sets as well as the air temperature measurements from synoptic meteorological stations across the northern hemisphere. The SSF time series are also validated with soil temperature data available at four in situ observation sites in Siberian and Alaska regions showing the overall accuracy of about 80% to 90%. |
format |
Article in Journal/Newspaper |
author |
Naeimi, Vahid Paulik, Christoph Bartsch, Annett Wagner, Wolfgang Park, San-Eun Elger, Kirsten Boike, Julia |
author_facet |
Naeimi, Vahid Paulik, Christoph Bartsch, Annett Wagner, Wolfgang Park, San-Eun Elger, Kirsten Boike, Julia |
author_sort |
Naeimi, Vahid |
title |
ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
title_short |
ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
title_full |
ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
title_fullStr |
ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
title_full_unstemmed |
ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
title_sort |
ascat surface state flag (ssf): extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm |
publisher |
IEEE - Institute of Electrical and Electronics Engineers |
publishDate |
2012 |
url |
https://elib.dlr.de/77932/ http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6133332 |
genre |
permafrost Alaska |
genre_facet |
permafrost Alaska |
op_relation |
Naeimi, Vahid und Paulik, Christoph und Bartsch, Annett und Wagner, Wolfgang und Park, San-Eun und Elger, Kirsten und Boike, Julia (2012) ASCAT Surface State Flag (SSF): Extracting information on surface freeze/thaw conditions from backscatter data using an empirical threshold-analysis algorithm. IEEE Transactions on Geoscience and Remote Sensing, 50 (7), Seiten 2566-2582. IEEE - Institute of Electrical and Electronics Engineers. doi:10.1109/TGRS.2011.2177667 <https://doi.org/10.1109/TGRS.2011.2177667>. |
op_doi |
https://doi.org/10.1109/TGRS.2011.2177667 |
container_title |
IEEE Transactions on Geoscience and Remote Sensing |
container_volume |
50 |
container_issue |
7 |
container_start_page |
2566 |
op_container_end_page |
2582 |
_version_ |
1785572846844510208 |