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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Main Authors: Tobias Ullmann Sarah N. Banks, Andreas Schmitt, Thomas Jagdhuber
Format: Article
Language:English
Published: MDPI AG 2017-06-01
Series:Applied Sciences
Subjects:
Online Access:http://www.mdpi.com/2076-3417/7/6/595
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spelling doaj-9394dd6d1b5f4ac69cbfb4166f556bd42020-11-24T23:22:44ZengMDPI AGApplied Sciences2076-34172017-06-017659510.3390/app7060595app7060595Scattering Characteristics of X-, C- and L-Band PolSAR Data Examined for the Tundra Environment of the Tuktoyaktuk Peninsula, CanadaTobias Ullmann Sarah N. Banks0Andreas Schmitt1Thomas Jagdhuber2Institute Geography and Geology, University of Wuerzburg, D-97074 Wuerzburg, GermanyDepartment of Geoinformatics, University of Applied Sciences Munich, D-80333 Munich, GermanyGerman Aerospace Center (DLR), Microwaves and Radar Institute, D-82234 Wessling, GermanyIn 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.http://www.mdpi.com/2076-3417/7/6/595PolSARdual polarimetryquad polarimetrydecompositionTerraSAR-XRadarsat-2ALOSALOS-2tundraarctic
collection DOAJ
language English
format Article
sources DOAJ
author Tobias Ullmann Sarah N. Banks
Andreas Schmitt
Thomas Jagdhuber
spellingShingle 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
Applied Sciences
PolSAR
dual polarimetry
quad polarimetry
decomposition
TerraSAR-X
Radarsat-2
ALOS
ALOS-2
tundra
arctic
author_facet Tobias Ullmann Sarah N. Banks
Andreas Schmitt
Thomas Jagdhuber
author_sort Tobias Ullmann Sarah N. Banks
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 MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2017-06-01
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.
topic PolSAR
dual polarimetry
quad polarimetry
decomposition
TerraSAR-X
Radarsat-2
ALOS
ALOS-2
tundra
arctic
url http://www.mdpi.com/2076-3417/7/6/595
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