Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges

During 1997-2000 Dyngjujökull, one of the major outlet glaciers of the main Icelandic ice cap Vatnajökull, surged. This event was captured by ERS 1 and 2 satellites flying in tandem mode, enabling the use of InSAR to monitor the motion of the glacier. Since a major limitation of InSAR is its sensiti...

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Main Author: Van Oostveen, J.G. (author)
Other Authors: Hooper, A. (mentor), Hanssen, R.F. (mentor), Oyen, A.M. (mentor), Magnússon, E. (mentor)
Format: Master Thesis
Language:English
Published: 2014
Subjects:
SAR
Online Access:http://resolver.tudelft.nl/uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6
id fttudelft:oai:tudelft.nl:uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6
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spelling fttudelft:oai:tudelft.nl:uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6 2023-07-30T04:04:07+02:00 Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges Van Oostveen, J.G. (author) Hooper, A. (mentor) Hanssen, R.F. (mentor) Oyen, A.M. (mentor) Magnússon, E. (mentor) 2014-01-24 http://resolver.tudelft.nl/uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6 en eng http://resolver.tudelft.nl/uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6 (c) 2014 Van Oostveen, J.G. InSAR Ionosphere Multiple Aperture InSAR Offset tracking SAR Spectral Diversity Speckle master thesis Text 2014 fttudelft 2023-07-08T20:05:18Z During 1997-2000 Dyngjujökull, one of the major outlet glaciers of the main Icelandic ice cap Vatnajökull, surged. This event was captured by ERS 1 and 2 satellites flying in tandem mode, enabling the use of InSAR to monitor the motion of the glacier. Since a major limitation of InSAR is its sensitivity to deformation in only one dimension, the research presented in this M.Sc. thesis searched the most accurate method of extracting azimuthal deformation using InSAR. Starting from a theoretical framework, the available methods are explored and corresponding measurement uncertainty formulas are derived. Currently available software enables the possibility to underpin the theoretical findings by performing different tests to compare two methods that are widely used in the InSAR community. Results show the presence of azimuthal shifts corresponding to TEC variations in the Earths ionosphere, which partly distort the along-track deformation. To solve this, the nature of this signal is studied and a filtering method is designed. Consequently, the corrected azimuth interferograms are used jointly with LOS interferometric data in a Markov Random Field minimum energy method, optimized by Simulated Annealing to derive 3D flow fields of the Dyngjujökull glacier in surge. This glaciology method is tested for its response behavior using synthetic data. The testing schemes involved mainly noise propagation and assessing the influence of different weighting factors in the optimization of the 3D flow outcomes. Knowing the limitations of the glaciology method, 3D flow fields are derived with real input data accordingly. The results show both horizontal- and vertical velocities corresponding to observational data. Finally, the presence of a process similar to a system of linked cavities as the subglacial hydrologic mechanism of surging glaciers is indicated by the glaciological outcomes. Radar Remote Sensing Geoscience and Remote Sensing Civil Engineering and Geosciences Master Thesis Ice cap Vatnajökull Delft University of Technology: Institutional Repository Dyngjujökull ENVELOPE(-17.007,-17.007,64.717,64.717) Vatnajökull ENVELOPE(-16.823,-16.823,64.420,64.420)
institution Open Polar
collection Delft University of Technology: Institutional Repository
op_collection_id fttudelft
language English
topic InSAR
Ionosphere
Multiple Aperture InSAR
Offset tracking
SAR
Spectral Diversity
Speckle
spellingShingle InSAR
Ionosphere
Multiple Aperture InSAR
Offset tracking
SAR
Spectral Diversity
Speckle
Van Oostveen, J.G. (author)
Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
topic_facet InSAR
Ionosphere
Multiple Aperture InSAR
Offset tracking
SAR
Spectral Diversity
Speckle
description During 1997-2000 Dyngjujökull, one of the major outlet glaciers of the main Icelandic ice cap Vatnajökull, surged. This event was captured by ERS 1 and 2 satellites flying in tandem mode, enabling the use of InSAR to monitor the motion of the glacier. Since a major limitation of InSAR is its sensitivity to deformation in only one dimension, the research presented in this M.Sc. thesis searched the most accurate method of extracting azimuthal deformation using InSAR. Starting from a theoretical framework, the available methods are explored and corresponding measurement uncertainty formulas are derived. Currently available software enables the possibility to underpin the theoretical findings by performing different tests to compare two methods that are widely used in the InSAR community. Results show the presence of azimuthal shifts corresponding to TEC variations in the Earths ionosphere, which partly distort the along-track deformation. To solve this, the nature of this signal is studied and a filtering method is designed. Consequently, the corrected azimuth interferograms are used jointly with LOS interferometric data in a Markov Random Field minimum energy method, optimized by Simulated Annealing to derive 3D flow fields of the Dyngjujökull glacier in surge. This glaciology method is tested for its response behavior using synthetic data. The testing schemes involved mainly noise propagation and assessing the influence of different weighting factors in the optimization of the 3D flow outcomes. Knowing the limitations of the glaciology method, 3D flow fields are derived with real input data accordingly. The results show both horizontal- and vertical velocities corresponding to observational data. Finally, the presence of a process similar to a system of linked cavities as the subglacial hydrologic mechanism of surging glaciers is indicated by the glaciological outcomes. Radar Remote Sensing Geoscience and Remote Sensing Civil Engineering and Geosciences
author2 Hooper, A. (mentor)
Hanssen, R.F. (mentor)
Oyen, A.M. (mentor)
Magnússon, E. (mentor)
format Master Thesis
author Van Oostveen, J.G. (author)
author_facet Van Oostveen, J.G. (author)
author_sort Van Oostveen, J.G. (author)
title Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
title_short Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
title_full Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
title_fullStr Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
title_full_unstemmed Optimized Extraction of InSAR derived Along-Track Deformation during Glacial Surges
title_sort optimized extraction of insar derived along-track deformation during glacial surges
publishDate 2014
url http://resolver.tudelft.nl/uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6
long_lat ENVELOPE(-17.007,-17.007,64.717,64.717)
ENVELOPE(-16.823,-16.823,64.420,64.420)
geographic Dyngjujökull
Vatnajökull
geographic_facet Dyngjujökull
Vatnajökull
genre Ice cap
Vatnajökull
genre_facet Ice cap
Vatnajökull
op_relation http://resolver.tudelft.nl/uuid:5852018f-8db9-4639-a1e8-aa31ce6571f6
op_rights (c) 2014 Van Oostveen, J.G.
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