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

Abstract 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 an...

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Published in:Journal of Glaciology
Main Authors: Morin, Alexi, Flowers, Gwenn E., Nolan, Andrew, Brinkerhoff, Douglas, Berthier, Etienne
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press (CUP) 2023
Subjects:
Online Access:http://dx.doi.org/10.1017/jog.2022.121
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022001216
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spelling crcambridgeupr:10.1017/jog.2022.121 2024-06-23T07:53:05+00:00 Exploiting high-slip flow regimes to improve inference of glacier bed topography Morin, Alexi Flowers, Gwenn E. Nolan, Andrew Brinkerhoff, Douglas Berthier, Etienne 2023 http://dx.doi.org/10.1017/jog.2022.121 https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022001216 en eng Cambridge University Press (CUP) http://creativecommons.org/licenses/by-nc-sa/4.0 Journal of Glaciology volume 69, issue 275, page 658-664 ISSN 0022-1430 1727-5652 journal-article 2023 crcambridgeupr https://doi.org/10.1017/jog.2022.121 2024-05-29T08:10:04Z Abstract 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 Cambridge University Press Canada Yukon Journal of Glaciology 1 7
institution Open Polar
collection Cambridge University Press
op_collection_id crcambridgeupr
language English
description Abstract 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.
format Article in Journal/Newspaper
author Morin, Alexi
Flowers, Gwenn E.
Nolan, Andrew
Brinkerhoff, Douglas
Berthier, Etienne
spellingShingle Morin, Alexi
Flowers, Gwenn E.
Nolan, Andrew
Brinkerhoff, Douglas
Berthier, Etienne
Exploiting high-slip flow regimes to improve inference of glacier bed topography
author_facet Morin, Alexi
Flowers, Gwenn E.
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 Cambridge University Press (CUP)
publishDate 2023
url http://dx.doi.org/10.1017/jog.2022.121
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022001216
geographic Canada
Yukon
geographic_facet Canada
Yukon
genre glacier*
Journal of Glaciology
Yukon
genre_facet glacier*
Journal of Glaciology
Yukon
op_source Journal of Glaciology
volume 69, issue 275, page 658-664
ISSN 0022-1430 1727-5652
op_rights http://creativecommons.org/licenses/by-nc-sa/4.0
op_doi https://doi.org/10.1017/jog.2022.121
container_title Journal of Glaciology
container_start_page 1
op_container_end_page 7
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