Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada

In this study, polarimetric Synthetic Aperture Radar (PolSAR) data at X-, C- and L-Bands, acquired by the satellites: TerraSAR-X (2011), Radarsat-2 (2011), ALOS (2010) and ALOS-2 (2016), were used to characterize the tundra land cover of a test site located close to the town of Tuktoyaktuk, NWT, Can...

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Published in:Applied Sciences
Main Authors: Tobias Ullmann, Sarah N. Banks, Andreas Schmitt, Thomas Jagdhuber
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2017
Subjects:
Online Access:https://doi.org/10.3390/app7060595
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spelling ftmdpi:oai:mdpi.com:/2076-3417/7/6/595/ 2023-08-20T04:04:52+02:00 Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada Tobias Ullmann Sarah N. Banks Andreas Schmitt Thomas Jagdhuber agris 2017-06-08 application/pdf https://doi.org/10.3390/app7060595 EN eng Multidisciplinary Digital Publishing Institute Computing and Artificial Intelligence https://dx.doi.org/10.3390/app7060595 https://creativecommons.org/licenses/by/4.0/ Applied Sciences; Volume 7; Issue 6; Pages: 595 PolSAR dual polarimetry quad polarimetry decomposition TerraSAR-X Radarsat-2 ALOS ALOS-2 tundra arctic Text 2017 ftmdpi https://doi.org/10.3390/app7060595 2023-07-31T21:08:12Z In this study, polarimetric Synthetic Aperture Radar (PolSAR) data at X-, C- and L-Bands, acquired by the satellites: TerraSAR-X (2011), Radarsat-2 (2011), ALOS (2010) and ALOS-2 (2016), were used to characterize the tundra land cover of a test site located close to the town of Tuktoyaktuk, NWT, Canada. Using available in situ ground data collected in 2010 and 2012, we investigate PolSAR scattering characteristics of common tundra land cover classes at X-, C- and L-Bands. Several decomposition features of quad-, co-, and cross-polarized data were compared, the correlation between them was investigated, and the class separability offered by their different feature spaces was analyzed. Certain PolSAR features at each wavelength were sensitive to the land cover and exhibited distinct scattering characteristics. Use of shorter wavelength imagery (X and C) was beneficial for the characterization of wetland and tundra vegetation, while L-Band data highlighted differences of the bare ground classes better. The Kennaugh Matrix decomposition applied in this study provided a unified framework to store, process, and analyze all data consistently, and the matrix offered a favorable feature space for class separation. Of all elements of the quad-polarized Kennaugh Matrix, the intensity based elements K0, K1, K2, K3 and K4 were found to be most valuable for class discrimination. These elements contributed to better class separation as indicated by an increase of the separability metrics squared Jefferys Matusita Distance and Transformed Divergence. The increase in separability was up to 57% for Radarsat-2 and up to 18% for ALOS-2 data. Text Arctic Tundra MDPI Open Access Publishing Arctic Canada Tuktoyaktuk ENVELOPE(-133.006,-133.006,69.425,69.425) Tuktoyaktuk Peninsula ENVELOPE(-131.339,-131.339,69.750,69.750) Applied Sciences 7 6 595
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic PolSAR
dual polarimetry
quad polarimetry
decomposition
TerraSAR-X
Radarsat-2
ALOS
ALOS-2
tundra
arctic
spellingShingle PolSAR
dual polarimetry
quad polarimetry
decomposition
TerraSAR-X
Radarsat-2
ALOS
ALOS-2
tundra
arctic
Tobias Ullmann
Sarah N. Banks
Andreas Schmitt
Thomas Jagdhuber
Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
topic_facet PolSAR
dual polarimetry
quad polarimetry
decomposition
TerraSAR-X
Radarsat-2
ALOS
ALOS-2
tundra
arctic
description In this study, polarimetric Synthetic Aperture Radar (PolSAR) data at X-, C- and L-Bands, acquired by the satellites: TerraSAR-X (2011), Radarsat-2 (2011), ALOS (2010) and ALOS-2 (2016), were used to characterize the tundra land cover of a test site located close to the town of Tuktoyaktuk, NWT, Canada. Using available in situ ground data collected in 2010 and 2012, we investigate PolSAR scattering characteristics of common tundra land cover classes at X-, C- and L-Bands. Several decomposition features of quad-, co-, and cross-polarized data were compared, the correlation between them was investigated, and the class separability offered by their different feature spaces was analyzed. Certain PolSAR features at each wavelength were sensitive to the land cover and exhibited distinct scattering characteristics. Use of shorter wavelength imagery (X and C) was beneficial for the characterization of wetland and tundra vegetation, while L-Band data highlighted differences of the bare ground classes better. The Kennaugh Matrix decomposition applied in this study provided a unified framework to store, process, and analyze all data consistently, and the matrix offered a favorable feature space for class separation. Of all elements of the quad-polarized Kennaugh Matrix, the intensity based elements K0, K1, K2, K3 and K4 were found to be most valuable for class discrimination. These elements contributed to better class separation as indicated by an increase of the separability metrics squared Jefferys Matusita Distance and Transformed Divergence. The increase in separability was up to 57% for Radarsat-2 and up to 18% for ALOS-2 data.
format Text
author Tobias Ullmann
Sarah N. Banks
Andreas Schmitt
Thomas Jagdhuber
author_facet Tobias Ullmann
Sarah N. Banks
Andreas Schmitt
Thomas Jagdhuber
author_sort Tobias Ullmann
title Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
title_short Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
title_full Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
title_fullStr Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
title_full_unstemmed Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, Canada
title_sort scattering characteristics of x-, c- and l-band polsar data examined for the tundra environment of the tuktoyaktuk peninsula, canada
publisher Multidisciplinary Digital Publishing Institute
publishDate 2017
url https://doi.org/10.3390/app7060595
op_coverage agris
long_lat ENVELOPE(-133.006,-133.006,69.425,69.425)
ENVELOPE(-131.339,-131.339,69.750,69.750)
geographic Arctic
Canada
Tuktoyaktuk
Tuktoyaktuk Peninsula
geographic_facet Arctic
Canada
Tuktoyaktuk
Tuktoyaktuk Peninsula
genre Arctic
Tundra
genre_facet Arctic
Tundra
op_source Applied Sciences; Volume 7; Issue 6; Pages: 595
op_relation Computing and Artificial Intelligence
https://dx.doi.org/10.3390/app7060595
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/app7060595
container_title Applied Sciences
container_volume 7
container_issue 6
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