Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data

Observations of glacier mass changes are key to understanding the response of glaciers to climate change and related impacts, such as regional runoff, ecosystem changes, and global sea-level rise. Spaceborne optical and radar sensors make it possible to quantify glacier elevation changes, and thus m...

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Main Authors: Piermattei, Livia, Zemp, Michael, Sommer, Christian, Brun, Fanny, Braun, Matthias, Andreassen, Liss M., Belart, Joaquín M. C., Berthier, Etienne, Bhattacharya, Atanu, Boehm Vock, Laura, Bolch, Tobias, Dehecq, Amaury, Dussaillant, Ines, Falaschi, Daniel, Florentine, Caitlyn, Floricioiu, Dana, Ginzler, Christian, Guillet, Gregoire, Hugonnet, Romain, Huss, Matthias, Kääb, Andreas, King, Owen, Klug, Christoph, Knuth, Friedrich, Krieger, Lukas, La Frenierre, Jeff, McNabb, Robert, McNeil, Christopher, Prinz, Rainer, Sass, Louis, Seehaus, Thorsten, Shean, David, Treichler, Désirée, Wendt, Anja, Yang, Ruitang
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2024
Subjects:
Online Access:https://elib.dlr.de/199477/
https://elib.dlr.de/199477/1/egusphere-2023-2309.pdf
https://egusphere.copernicus.org/preprints/2023/egusphere-2023-2309/
id ftdlr:oai:elib.dlr.de:199477
record_format openpolar
institution Open Polar
collection German Aerospace Center: elib - DLR electronic library
op_collection_id ftdlr
language English
topic SAR-Signalverarbeitung
spellingShingle SAR-Signalverarbeitung
Piermattei, Livia
Zemp, Michael
Sommer, Christian
Brun, Fanny
Braun, Matthias
Andreassen, Liss M.
Belart, Joaquín M. C.
Berthier, Etienne
Bhattacharya, Atanu
Boehm Vock, Laura
Bolch, Tobias
Dehecq, Amaury
Dussaillant, Ines
Falaschi, Daniel
Florentine, Caitlyn
Floricioiu, Dana
Ginzler, Christian
Guillet, Gregoire
Hugonnet, Romain
Huss, Matthias
Kääb, Andreas
King, Owen
Klug, Christoph
Knuth, Friedrich
Krieger, Lukas
La Frenierre, Jeff
McNabb, Robert
McNeil, Christopher
Prinz, Rainer
Sass, Louis
Seehaus, Thorsten
Shean, David
Treichler, Désirée
Wendt, Anja
Yang, Ruitang
Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
topic_facet SAR-Signalverarbeitung
description Observations of glacier mass changes are key to understanding the response of glaciers to climate change and related impacts, such as regional runoff, ecosystem changes, and global sea-level rise. Spaceborne optical and radar sensors make it possible to quantify glacier elevation changes, and thus multi-annual mass changes, on a regional and global scale. However, estimates from a growing number of studies show a wide range of results with differences often beyond uncertainty bounds. Here, we present the outcome of a community-based inter-comparison experiment using spaceborne optical stereo (ASTER) and synthetic aperture radar interferometry (TanDEM-X) data to estimate elevation changes for defined glaciers and target periods that pose different assessment challenges. Using provided or self-processed digital elevation models (DEMs) for five test sites, 12 research groups provided a total of 97 spaceborne elevation-change datasets using various processing strategies. Validation with airborne data showed that using an ensemble estimate is promising to reduce random errors from different instruments and processing methods, but still requires a more comprehensive investigation and correction of systematic errors. We found that scene selection, DEM processing, and co-registration have the biggest impact on the results. Other processing steps, such as treating spatial data voids, differences in survey periods, or radar penetration, can still be important for individual cases. Future research should focus on testing different implementations of individual processing steps (e.g. co-registration) and addressing issues related to temporal corrections, radar penetration, glacier area changes, and density conversion. Finally, there is a clear need for our community to develop best practices, use open, reproducible software, and assess overall uncertainty in order to enhance inter-comparison and empower physical process insights across glacier elevation-change studies.
format Article in Journal/Newspaper
author Piermattei, Livia
Zemp, Michael
Sommer, Christian
Brun, Fanny
Braun, Matthias
Andreassen, Liss M.
Belart, Joaquín M. C.
Berthier, Etienne
Bhattacharya, Atanu
Boehm Vock, Laura
Bolch, Tobias
Dehecq, Amaury
Dussaillant, Ines
Falaschi, Daniel
Florentine, Caitlyn
Floricioiu, Dana
Ginzler, Christian
Guillet, Gregoire
Hugonnet, Romain
Huss, Matthias
Kääb, Andreas
King, Owen
Klug, Christoph
Knuth, Friedrich
Krieger, Lukas
La Frenierre, Jeff
McNabb, Robert
McNeil, Christopher
Prinz, Rainer
Sass, Louis
Seehaus, Thorsten
Shean, David
Treichler, Désirée
Wendt, Anja
Yang, Ruitang
author_facet Piermattei, Livia
Zemp, Michael
Sommer, Christian
Brun, Fanny
Braun, Matthias
Andreassen, Liss M.
Belart, Joaquín M. C.
Berthier, Etienne
Bhattacharya, Atanu
Boehm Vock, Laura
Bolch, Tobias
Dehecq, Amaury
Dussaillant, Ines
Falaschi, Daniel
Florentine, Caitlyn
Floricioiu, Dana
Ginzler, Christian
Guillet, Gregoire
Hugonnet, Romain
Huss, Matthias
Kääb, Andreas
King, Owen
Klug, Christoph
Knuth, Friedrich
Krieger, Lukas
La Frenierre, Jeff
McNabb, Robert
McNeil, Christopher
Prinz, Rainer
Sass, Louis
Seehaus, Thorsten
Shean, David
Treichler, Désirée
Wendt, Anja
Yang, Ruitang
author_sort Piermattei, Livia
title Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
title_short Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
title_full Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
title_fullStr Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
title_full_unstemmed Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data
title_sort observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using aster and tandem-x data
publisher Copernicus Publications
publishDate 2024
url https://elib.dlr.de/199477/
https://elib.dlr.de/199477/1/egusphere-2023-2309.pdf
https://egusphere.copernicus.org/preprints/2023/egusphere-2023-2309/
genre The Cryosphere
The Cryosphere Discussions
genre_facet The Cryosphere
The Cryosphere Discussions
op_relation https://elib.dlr.de/199477/1/egusphere-2023-2309.pdf
Piermattei, Livia und Zemp, Michael und Sommer, Christian und Brun, Fanny und Braun, Matthias und Andreassen, Liss M. und Belart, Joaquín M. C. und Berthier, Etienne und Bhattacharya, Atanu und Boehm Vock, Laura und Bolch, Tobias und Dehecq, Amaury und Dussaillant, Ines und Falaschi, Daniel und Florentine, Caitlyn und Floricioiu, Dana und Ginzler, Christian und Guillet, Gregoire und Hugonnet, Romain und Huss, Matthias und Kääb, Andreas und King, Owen und Klug, Christoph und Knuth, Friedrich und Krieger, Lukas und La Frenierre, Jeff und McNabb, Robert und McNeil, Christopher und Prinz, Rainer und Sass, Louis und Seehaus, Thorsten und Shean, David und Treichler, Désirée und Wendt, Anja und Yang, Ruitang (2024) Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data. The Cryosphere Discussions. Copernicus Publications. doi:10.5194/egusphere-2023-2309 <https://doi.org/10.5194/egusphere-2023-2309>. ISSN 1994-0432. (eingereichter Beitrag)
op_rights cc_by
op_doi https://doi.org/10.5194/egusphere-2023-2309
_version_ 1790608872421982208
spelling ftdlr:oai:elib.dlr.de:199477 2024-02-11T10:09:08+01:00 Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data Piermattei, Livia Zemp, Michael Sommer, Christian Brun, Fanny Braun, Matthias Andreassen, Liss M. Belart, Joaquín M. C. Berthier, Etienne Bhattacharya, Atanu Boehm Vock, Laura Bolch, Tobias Dehecq, Amaury Dussaillant, Ines Falaschi, Daniel Florentine, Caitlyn Floricioiu, Dana Ginzler, Christian Guillet, Gregoire Hugonnet, Romain Huss, Matthias Kääb, Andreas King, Owen Klug, Christoph Knuth, Friedrich Krieger, Lukas La Frenierre, Jeff McNabb, Robert McNeil, Christopher Prinz, Rainer Sass, Louis Seehaus, Thorsten Shean, David Treichler, Désirée Wendt, Anja Yang, Ruitang 2024 application/pdf https://elib.dlr.de/199477/ https://elib.dlr.de/199477/1/egusphere-2023-2309.pdf https://egusphere.copernicus.org/preprints/2023/egusphere-2023-2309/ en eng Copernicus Publications https://elib.dlr.de/199477/1/egusphere-2023-2309.pdf Piermattei, Livia und Zemp, Michael und Sommer, Christian und Brun, Fanny und Braun, Matthias und Andreassen, Liss M. und Belart, Joaquín M. C. und Berthier, Etienne und Bhattacharya, Atanu und Boehm Vock, Laura und Bolch, Tobias und Dehecq, Amaury und Dussaillant, Ines und Falaschi, Daniel und Florentine, Caitlyn und Floricioiu, Dana und Ginzler, Christian und Guillet, Gregoire und Hugonnet, Romain und Huss, Matthias und Kääb, Andreas und King, Owen und Klug, Christoph und Knuth, Friedrich und Krieger, Lukas und La Frenierre, Jeff und McNabb, Robert und McNeil, Christopher und Prinz, Rainer und Sass, Louis und Seehaus, Thorsten und Shean, David und Treichler, Désirée und Wendt, Anja und Yang, Ruitang (2024) Observing glacier elevation changes from spaceborne optical and radar sensors – an inter-comparison experiment using ASTER and TanDEM-X data. The Cryosphere Discussions. Copernicus Publications. doi:10.5194/egusphere-2023-2309 <https://doi.org/10.5194/egusphere-2023-2309>. ISSN 1994-0432. (eingereichter Beitrag) cc_by SAR-Signalverarbeitung Zeitschriftenbeitrag PeerReviewed 2024 ftdlr https://doi.org/10.5194/egusphere-2023-2309 2024-01-22T00:23:59Z Observations of glacier mass changes are key to understanding the response of glaciers to climate change and related impacts, such as regional runoff, ecosystem changes, and global sea-level rise. Spaceborne optical and radar sensors make it possible to quantify glacier elevation changes, and thus multi-annual mass changes, on a regional and global scale. However, estimates from a growing number of studies show a wide range of results with differences often beyond uncertainty bounds. Here, we present the outcome of a community-based inter-comparison experiment using spaceborne optical stereo (ASTER) and synthetic aperture radar interferometry (TanDEM-X) data to estimate elevation changes for defined glaciers and target periods that pose different assessment challenges. Using provided or self-processed digital elevation models (DEMs) for five test sites, 12 research groups provided a total of 97 spaceborne elevation-change datasets using various processing strategies. Validation with airborne data showed that using an ensemble estimate is promising to reduce random errors from different instruments and processing methods, but still requires a more comprehensive investigation and correction of systematic errors. We found that scene selection, DEM processing, and co-registration have the biggest impact on the results. Other processing steps, such as treating spatial data voids, differences in survey periods, or radar penetration, can still be important for individual cases. Future research should focus on testing different implementations of individual processing steps (e.g. co-registration) and addressing issues related to temporal corrections, radar penetration, glacier area changes, and density conversion. Finally, there is a clear need for our community to develop best practices, use open, reproducible software, and assess overall uncertainty in order to enhance inter-comparison and empower physical process insights across glacier elevation-change studies. Article in Journal/Newspaper The Cryosphere The Cryosphere Discussions German Aerospace Center: elib - DLR electronic library