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...
Published in: | Journal of Glaciology |
---|---|
Main Authors: | , , , , |
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 |
id |
crcambridgeupr:10.1017/jog.2022.121 |
---|---|
record_format |
openpolar |
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 |
_version_ |
1802644572626485248 |