Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland

Topographical information is of fundamental interest for a wide range of disciplines including glaciology, agriculture, communication network planning, or hazard management. In volcanology, elevation data is of particular interest when assessing material flows throughout a volcanic system. To obtain...

Full description

Bibliographic Details
Main Author: Dirscherl, Mariel Christina
Format: Thesis
Language:English
Published: 2016
Subjects:
Online Access:http://elib.dlr.de/109037/
http://elib.dlr.de/109037/1/Dissertation_Dirscherl.pdf
id ftdlr:oai:elib.dlr.de:109037
record_format openpolar
spelling ftdlr:oai:elib.dlr.de:109037 2023-05-15T16:21:48+02:00 Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland Dirscherl, Mariel Christina 2016-08 application/pdf http://elib.dlr.de/109037/ http://elib.dlr.de/109037/1/Dissertation_Dirscherl.pdf en eng http://elib.dlr.de/109037/1/Dissertation_Dirscherl.pdf Dirscherl, Mariel Christina (2016) Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland. Masterarbeit, University College London. SAR-Signalverarbeitung Institut für Methodik der Fernerkundung Institut für Hochfrequenztechnik und Radarsysteme SAR-Technologie Hochschulschrift NonPeerReviewed 2016 ftdlr 2017-01-15T23:46:28Z Topographical information is of fundamental interest for a wide range of disciplines including glaciology, agriculture, communication network planning, or hazard management. In volcanology, elevation data is of particular interest when assessing material flows throughout a volcanic system. To obtain accurate estimates of time-varying topography in volcanic active regions, high-resolution digital elevation models (DEMs) are required. Whilst ground-based GPS measurements and photogrammetry are restricted in terms of temporal and spatial resolution, the monitoring with airborne laser scanning (LiDAR) depends upon meteorological and illumination conditions and is limited by volcanic ash clouds. The use of space- and airborne synthetic aperture radar (SAR) overcomes such issues and allows the generation of medium- to high-resolution DEMs with interferometric techniques (InSAR). To monitor and evaluate topographical changes and especially volumetric gains and losses during the 2014-2015 Bárðarbunga eruption, Iceland, time sequences of TanDEM-X and F-SAR InSAR DEMs were evaluated differencing pairs of elevation models. The 2014-2015 volcanic eruption was associated with the rare event of a caldera collapse, visible on the surface of the Vatnajökull glacier, as well as a major effusive eruption in the Holuhraun plain. In order to guarantee the reliability of the topographical analysis at both locations, DEM absolute and relative height errors were investigated and raised the importance of accounting for the impact of system parameters, the SAR processing and the local environment before processing the DEMs. Acquisitions over the snow-covered Bárðarbunga caldera were especially affected by microwave penetration into snow and DEMs over the Holuhraun lava field implied large height errors due to fast moving lava flows. Considering the TanDEM-X dataset, the topographical analysis over the Bárðarbunga caldera revealed a total volume loss of approximately -1.40 ± 0.13 km3 and the volume gain of the generated lava field was computed at +1.44 ± 0.03 km3. Taking into account the calculation of rates, the temporal development of caldera collapse and lava effusion was found to exhibit a near-exponential decrease. The ratio between subsidence and lava volume moreover indicated the coupling between the processes. The quality of the applied workflow and achieved results was finally verified comparing the results to other reference data and revealed the overall excellent agreement. Thesis glacier Iceland Vatnajökull German Aerospace Center: elib - DLR electronic library Holuhraun ENVELOPE(-16.831,-16.831,64.852,64.852) Vatnajökull ENVELOPE(-16.823,-16.823,64.420,64.420)
institution Open Polar
collection German Aerospace Center: elib - DLR electronic library
op_collection_id ftdlr
language English
topic SAR-Signalverarbeitung
Institut für Methodik der Fernerkundung
Institut für Hochfrequenztechnik und Radarsysteme
SAR-Technologie
spellingShingle SAR-Signalverarbeitung
Institut für Methodik der Fernerkundung
Institut für Hochfrequenztechnik und Radarsysteme
SAR-Technologie
Dirscherl, Mariel Christina
Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
topic_facet SAR-Signalverarbeitung
Institut für Methodik der Fernerkundung
Institut für Hochfrequenztechnik und Radarsysteme
SAR-Technologie
description Topographical information is of fundamental interest for a wide range of disciplines including glaciology, agriculture, communication network planning, or hazard management. In volcanology, elevation data is of particular interest when assessing material flows throughout a volcanic system. To obtain accurate estimates of time-varying topography in volcanic active regions, high-resolution digital elevation models (DEMs) are required. Whilst ground-based GPS measurements and photogrammetry are restricted in terms of temporal and spatial resolution, the monitoring with airborne laser scanning (LiDAR) depends upon meteorological and illumination conditions and is limited by volcanic ash clouds. The use of space- and airborne synthetic aperture radar (SAR) overcomes such issues and allows the generation of medium- to high-resolution DEMs with interferometric techniques (InSAR). To monitor and evaluate topographical changes and especially volumetric gains and losses during the 2014-2015 Bárðarbunga eruption, Iceland, time sequences of TanDEM-X and F-SAR InSAR DEMs were evaluated differencing pairs of elevation models. The 2014-2015 volcanic eruption was associated with the rare event of a caldera collapse, visible on the surface of the Vatnajökull glacier, as well as a major effusive eruption in the Holuhraun plain. In order to guarantee the reliability of the topographical analysis at both locations, DEM absolute and relative height errors were investigated and raised the importance of accounting for the impact of system parameters, the SAR processing and the local environment before processing the DEMs. Acquisitions over the snow-covered Bárðarbunga caldera were especially affected by microwave penetration into snow and DEMs over the Holuhraun lava field implied large height errors due to fast moving lava flows. Considering the TanDEM-X dataset, the topographical analysis over the Bárðarbunga caldera revealed a total volume loss of approximately -1.40 ± 0.13 km3 and the volume gain of the generated lava field was computed at +1.44 ± 0.03 km3. Taking into account the calculation of rates, the temporal development of caldera collapse and lava effusion was found to exhibit a near-exponential decrease. The ratio between subsidence and lava volume moreover indicated the coupling between the processes. The quality of the applied workflow and achieved results was finally verified comparing the results to other reference data and revealed the overall excellent agreement.
format Thesis
author Dirscherl, Mariel Christina
author_facet Dirscherl, Mariel Christina
author_sort Dirscherl, Mariel Christina
title Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
title_short Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
title_full Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
title_fullStr Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
title_full_unstemmed Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland
title_sort topographic change quantification and dem uncertainty assessment using tandem-x and f-sar dem time series and quality maps: application to the 2014-2015 bárðarbunga volcanic eruption, iceland
publishDate 2016
url http://elib.dlr.de/109037/
http://elib.dlr.de/109037/1/Dissertation_Dirscherl.pdf
long_lat ENVELOPE(-16.831,-16.831,64.852,64.852)
ENVELOPE(-16.823,-16.823,64.420,64.420)
geographic Holuhraun
Vatnajökull
geographic_facet Holuhraun
Vatnajökull
genre glacier
Iceland
Vatnajökull
genre_facet glacier
Iceland
Vatnajökull
op_relation http://elib.dlr.de/109037/1/Dissertation_Dirscherl.pdf
Dirscherl, Mariel Christina (2016) Topographic change quantification and DEM uncertainty assessment using TanDEM-X and F-SAR DEM time series and quality maps: Application to the 2014-2015 Bárðarbunga volcanic eruption, Iceland. Masterarbeit, University College London.
_version_ 1766009786889928704