Exploiting high-slip flow regimes to improve inference of glacier bed topography

Theory and observation show that glacier-flow regimes characterized by high basal slip enhance the projection of topographic detail to the surface, motivating this investigation into the efficacy of using glacier surges to improve bed estimation. Here we adapt a Bayesian inversion scheme and apply i...

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Published in:Journal of Glaciology
Main Authors: Morin, Alexi, Flowers, Gwenn, Nolan, Andrew, Brinkerhoff, Douglas, Berthier, Etienne
Other Authors: Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS), Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2023
Subjects:
Online Access:https://hal.science/hal-04240456
https://hal.science/hal-04240456/document
https://hal.science/hal-04240456/file/exploiting-high-slip-flow-regimes-to-improve-inference-of-glacier-bed-topography.pdf
https://doi.org/10.1017/jog.2022.121
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spelling ftinsu:oai:HAL:hal-04240456v1 2023-12-17T10:30:36+01:00 Exploiting high-slip flow regimes to improve inference of glacier bed topography Morin, Alexi Flowers, Gwenn Nolan, Andrew Brinkerhoff, Douglas Berthier, Etienne Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS) Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP) Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS) 2023-06 https://hal.science/hal-04240456 https://hal.science/hal-04240456/document https://hal.science/hal-04240456/file/exploiting-high-slip-flow-regimes-to-improve-inference-of-glacier-bed-topography.pdf https://doi.org/10.1017/jog.2022.121 en eng HAL CCSD International Glaciological Society info:eu-repo/semantics/altIdentifier/doi/10.1017/jog.2022.121 hal-04240456 https://hal.science/hal-04240456 https://hal.science/hal-04240456/document https://hal.science/hal-04240456/file/exploiting-high-slip-flow-regimes-to-improve-inference-of-glacier-bed-topography.pdf doi:10.1017/jog.2022.121 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 0022-1430 EISSN: 1727-5652 Journal of Glaciology https://hal.science/hal-04240456 Journal of Glaciology, 2023, 69 (275), pp.658-664. ⟨10.1017/jog.2022.121⟩ [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere info:eu-repo/semantics/article Journal articles 2023 ftinsu https://doi.org/10.1017/jog.2022.121 2023-11-22T17:26:08Z Theory and observation show that glacier-flow regimes characterized by high basal slip enhance the projection of topographic detail to the surface, motivating this investigation into the efficacy of using glacier surges to improve bed estimation. Here we adapt a Bayesian inversion scheme and apply it to real and synthetic data as a proof of concept. Synthetic tests show a reduction in mean RMSE between true and inferred beds by more than half, and an increase in the mean correlation coefficient of ~0.5, when data from slip- versus deformation-dominated regimes are used. Multi-epoch inversions, which partition slip- and deformation-dominated regimes, are shown to outperform inversions that average over these flow regimes thereby squandering information. Tests with real data from a surging glacier in Yukon, Canada, corroborate these results, while highlighting the challenges of limited or inconsistent data. With the growing torrent of satellite-based observations, fast-flow events such as glacier surges offer potential to improve bed estimation for some of the world's most dynamic glaciers. Article in Journal/Newspaper glacier* Journal of Glaciology Yukon Institut national des sciences de l'Univers: HAL-INSU Canada Yukon Journal of Glaciology 69 275 658 664
institution Open Polar
collection Institut national des sciences de l'Univers: HAL-INSU
op_collection_id ftinsu
language English
topic [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
spellingShingle [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
Morin, Alexi
Flowers, Gwenn
Nolan, Andrew
Brinkerhoff, Douglas
Berthier, Etienne
Exploiting high-slip flow regimes to improve inference of glacier bed topography
topic_facet [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
description Theory and observation show that glacier-flow regimes characterized by high basal slip enhance the projection of topographic detail to the surface, motivating this investigation into the efficacy of using glacier surges to improve bed estimation. Here we adapt a Bayesian inversion scheme and apply it to real and synthetic data as a proof of concept. Synthetic tests show a reduction in mean RMSE between true and inferred beds by more than half, and an increase in the mean correlation coefficient of ~0.5, when data from slip- versus deformation-dominated regimes are used. Multi-epoch inversions, which partition slip- and deformation-dominated regimes, are shown to outperform inversions that average over these flow regimes thereby squandering information. Tests with real data from a surging glacier in Yukon, Canada, corroborate these results, while highlighting the challenges of limited or inconsistent data. With the growing torrent of satellite-based observations, fast-flow events such as glacier surges offer potential to improve bed estimation for some of the world's most dynamic glaciers.
author2 Laboratoire d'études en Géophysique et océanographie spatiales (LEGOS)
Institut de Recherche pour le Développement (IRD)-Université Toulouse III - Paul Sabatier (UT3)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP)
Université de Toulouse (UT)-Université de Toulouse (UT)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)-Météo-France-Centre National de la Recherche Scientifique (CNRS)
format Article in Journal/Newspaper
author Morin, Alexi
Flowers, Gwenn
Nolan, Andrew
Brinkerhoff, Douglas
Berthier, Etienne
author_facet Morin, Alexi
Flowers, Gwenn
Nolan, Andrew
Brinkerhoff, Douglas
Berthier, Etienne
author_sort Morin, Alexi
title Exploiting high-slip flow regimes to improve inference of glacier bed topography
title_short Exploiting high-slip flow regimes to improve inference of glacier bed topography
title_full Exploiting high-slip flow regimes to improve inference of glacier bed topography
title_fullStr Exploiting high-slip flow regimes to improve inference of glacier bed topography
title_full_unstemmed Exploiting high-slip flow regimes to improve inference of glacier bed topography
title_sort exploiting high-slip flow regimes to improve inference of glacier bed topography
publisher HAL CCSD
publishDate 2023
url https://hal.science/hal-04240456
https://hal.science/hal-04240456/document
https://hal.science/hal-04240456/file/exploiting-high-slip-flow-regimes-to-improve-inference-of-glacier-bed-topography.pdf
https://doi.org/10.1017/jog.2022.121
geographic Canada
Yukon
geographic_facet Canada
Yukon
genre glacier*
Journal of Glaciology
Yukon
genre_facet glacier*
Journal of Glaciology
Yukon
op_source ISSN: 0022-1430
EISSN: 1727-5652
Journal of Glaciology
https://hal.science/hal-04240456
Journal of Glaciology, 2023, 69 (275), pp.658-664. ⟨10.1017/jog.2022.121⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1017/jog.2022.121
hal-04240456
https://hal.science/hal-04240456
https://hal.science/hal-04240456/document
https://hal.science/hal-04240456/file/exploiting-high-slip-flow-regimes-to-improve-inference-of-glacier-bed-topography.pdf
doi:10.1017/jog.2022.121
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1017/jog.2022.121
container_title Journal of Glaciology
container_volume 69
container_issue 275
container_start_page 658
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