Determining the evolution of an alpine glacier drainage system by solving inverse problems

Our understanding of the subglacial drainage system has improved markedly over the last decades due to field observations and numerical modelling. However, integrating data into increasingly complex numerical models remain challenging. Here we infer two-dimensional subglacial channel networks and hy...

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Main Authors: Irarrazaval, Inigo, Werder, Mauro, id_orcid:0 000-0003-0137-9377, Huss, Matthias, id_orcid:0 000-0002-2377-6923, Herman, Frederic, Mariethoz, Gregoire
Format: Article in Journal/Newspaper
Language:English
Published: International Glaciological Society 2021
Subjects:
Online Access:https://hdl.handle.net/20.500.11850/467804
https://doi.org/10.3929/ethz-b-000467804
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author Irarrazaval, Inigo
Werder, Mauro
id_orcid:0 000-0003-0137-9377
Huss, Matthias
id_orcid:0 000-0002-2377-6923
Herman, Frederic
Mariethoz, Gregoire
author_facet Irarrazaval, Inigo
Werder, Mauro
id_orcid:0 000-0003-0137-9377
Huss, Matthias
id_orcid:0 000-0002-2377-6923
Herman, Frederic
Mariethoz, Gregoire
author_sort Irarrazaval, Inigo
collection ETH Zürich Research Collection
description Our understanding of the subglacial drainage system has improved markedly over the last decades due to field observations and numerical modelling. However, integrating data into increasingly complex numerical models remain challenging. Here we infer two-dimensional subglacial channel networks and hydraulic parameters for Gorner Glacier, Switzerland, based on available field data at five specific times (snapshots) across the melt season of 2005. The field dataset is one of the most complete available, including borehole water pressure, tracer experiments and meteorological variables. Yet, these observations are still too sparse to fully characterize the drainage system and thus, a unique solution is neither expected nor desirable. We use a geostatistical generator and a steady-state water flow model to produce a set of subglacial channel networks that are consistent with measured water pressure and tracer-transit times. Field data are used to infer hydraulic and morphological parameters of the channels under the assumption that the location of channels persists during the melt season. Results indicate that it is possible to identify locations where subglacial channels are more likely. In addition, we show that different network structures can equally satisfy the field data, which support the use of a stochastic approach to infer unobserved subglacial features. ISSN:0022-1430 ISSN:1727-5652
format Article in Journal/Newspaper
genre Journal of Glaciology
genre_facet Journal of Glaciology
id ftethz:oai:www.research-collection.ethz.ch:20.500.11850/467804
institution Open Polar
language English
op_collection_id ftethz
op_doi https://doi.org/20.500.11850/46780410.3929/ethz-b-00046780410.1017/jog.2020.116
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1017/jog.2020.116
info:eu-repo/semantics/altIdentifier/wos/000647771400003
http://hdl.handle.net/20.500.11850/467804
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by-nc-sa/4.0/
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
op_source Journal of Glaciology, 67 (263)
publishDate 2021
publisher International Glaciological Society
record_format openpolar
spelling ftethz:oai:www.research-collection.ethz.ch:20.500.11850/467804 2025-03-30T15:17:08+00:00 Determining the evolution of an alpine glacier drainage system by solving inverse problems Irarrazaval, Inigo Werder, Mauro id_orcid:0 000-0003-0137-9377 Huss, Matthias id_orcid:0 000-0002-2377-6923 Herman, Frederic Mariethoz, Gregoire 2021-06 application/application/pdf https://hdl.handle.net/20.500.11850/467804 https://doi.org/10.3929/ethz-b-000467804 en eng International Glaciological Society info:eu-repo/semantics/altIdentifier/doi/10.1017/jog.2020.116 info:eu-repo/semantics/altIdentifier/wos/000647771400003 http://hdl.handle.net/20.500.11850/467804 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Journal of Glaciology, 67 (263) Glacier modelling Glaciological instruments and methods Subglacial processes info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2021 ftethz https://doi.org/20.500.11850/46780410.3929/ethz-b-00046780410.1017/jog.2020.116 2025-03-05T22:09:14Z Our understanding of the subglacial drainage system has improved markedly over the last decades due to field observations and numerical modelling. However, integrating data into increasingly complex numerical models remain challenging. Here we infer two-dimensional subglacial channel networks and hydraulic parameters for Gorner Glacier, Switzerland, based on available field data at five specific times (snapshots) across the melt season of 2005. The field dataset is one of the most complete available, including borehole water pressure, tracer experiments and meteorological variables. Yet, these observations are still too sparse to fully characterize the drainage system and thus, a unique solution is neither expected nor desirable. We use a geostatistical generator and a steady-state water flow model to produce a set of subglacial channel networks that are consistent with measured water pressure and tracer-transit times. Field data are used to infer hydraulic and morphological parameters of the channels under the assumption that the location of channels persists during the melt season. Results indicate that it is possible to identify locations where subglacial channels are more likely. In addition, we show that different network structures can equally satisfy the field data, which support the use of a stochastic approach to infer unobserved subglacial features. ISSN:0022-1430 ISSN:1727-5652 Article in Journal/Newspaper Journal of Glaciology ETH Zürich Research Collection
spellingShingle Glacier modelling
Glaciological instruments and methods
Subglacial processes
Irarrazaval, Inigo
Werder, Mauro
id_orcid:0 000-0003-0137-9377
Huss, Matthias
id_orcid:0 000-0002-2377-6923
Herman, Frederic
Mariethoz, Gregoire
Determining the evolution of an alpine glacier drainage system by solving inverse problems
title Determining the evolution of an alpine glacier drainage system by solving inverse problems
title_full Determining the evolution of an alpine glacier drainage system by solving inverse problems
title_fullStr Determining the evolution of an alpine glacier drainage system by solving inverse problems
title_full_unstemmed Determining the evolution of an alpine glacier drainage system by solving inverse problems
title_short Determining the evolution of an alpine glacier drainage system by solving inverse problems
title_sort determining the evolution of an alpine glacier drainage system by solving inverse problems
topic Glacier modelling
Glaciological instruments and methods
Subglacial processes
topic_facet Glacier modelling
Glaciological instruments and methods
Subglacial processes
url https://hdl.handle.net/20.500.11850/467804
https://doi.org/10.3929/ethz-b-000467804