Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland

Permafrost is a widespread phenomenon in mountainous regions of the world such as the European Alps. Many important topics such as the future evolution of permafrost related to climate change and the detection of permafrost related to potential natural hazards sites are of major concern to our socie...

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Published in:The Cryosphere
Main Authors: A. Marmy, J. Rajczak, R. Delaloye, C. Hilbich, M. Hoelzle, S. Kotlarski, C. Lambiel, J. Noetzli, M. Phillips, N. Salzmann, B. Staub, C. Hauck
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2016
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-10-2693-2016
http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf
https://doaj.org/article/9bd69bfc74414462b686114f8085c252
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:9bd69bfc74414462b686114f8085c252 2023-05-15T17:55:41+02:00 Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland A. Marmy J. Rajczak R. Delaloye C. Hilbich M. Hoelzle S. Kotlarski C. Lambiel J. Noetzli M. Phillips N. Salzmann B. Staub C. Hauck 2016-11-01 https://doi.org/10.5194/tc-10-2693-2016 http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf https://doaj.org/article/9bd69bfc74414462b686114f8085c252 en eng Copernicus Publications 1994-0416 1994-0424 doi:10.5194/tc-10-2693-2016 http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf https://doaj.org/article/9bd69bfc74414462b686114f8085c252 undefined The Cryosphere, Vol 10, Iss 6, Pp 2693-2719 (2016) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2016 fttriple https://doi.org/10.5194/tc-10-2693-2016 2023-01-22T17:50:39Z Permafrost is a widespread phenomenon in mountainous regions of the world such as the European Alps. Many important topics such as the future evolution of permafrost related to climate change and the detection of permafrost related to potential natural hazards sites are of major concern to our society. Numerical permafrost models are the only tools which allow for the projection of the future evolution of permafrost. Due to the complexity of the processes involved and the heterogeneity of Alpine terrain, models must be carefully calibrated, and results should be compared with observations at the site (borehole) scale. However, for large-scale applications, a site-specific model calibration for a multitude of grid points would be very time-consuming. To tackle this issue, this study presents a semi-automated calibration method using the Generalized Likelihood Uncertainty Estimation (GLUE) as implemented in a 1-D soil model (CoupModel) and applies it to six permafrost sites in the Swiss Alps. We show that this semi-automated calibration method is able to accurately reproduce the main thermal condition characteristics with some limitations at sites with unique conditions such as 3-D air or water circulation, which have to be calibrated manually. The calibration obtained was used for global and regional climate model (GCM/RCM)-based long-term climate projections under the A1B climate scenario (EU-ENSEMBLES project) specifically downscaled at each borehole site. The projection shows general permafrost degradation with thawing at 10 m, even partially reaching 20 m depth by the end of the century, but with different timing among the sites and with partly considerable uncertainties due to the spread of the applied climatic forcing. Article in Journal/Newspaper permafrost The Cryosphere Unknown The Cryosphere 10 6 2693 2719
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
A. Marmy
J. Rajczak
R. Delaloye
C. Hilbich
M. Hoelzle
S. Kotlarski
C. Lambiel
J. Noetzli
M. Phillips
N. Salzmann
B. Staub
C. Hauck
Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
topic_facet geo
envir
description Permafrost is a widespread phenomenon in mountainous regions of the world such as the European Alps. Many important topics such as the future evolution of permafrost related to climate change and the detection of permafrost related to potential natural hazards sites are of major concern to our society. Numerical permafrost models are the only tools which allow for the projection of the future evolution of permafrost. Due to the complexity of the processes involved and the heterogeneity of Alpine terrain, models must be carefully calibrated, and results should be compared with observations at the site (borehole) scale. However, for large-scale applications, a site-specific model calibration for a multitude of grid points would be very time-consuming. To tackle this issue, this study presents a semi-automated calibration method using the Generalized Likelihood Uncertainty Estimation (GLUE) as implemented in a 1-D soil model (CoupModel) and applies it to six permafrost sites in the Swiss Alps. We show that this semi-automated calibration method is able to accurately reproduce the main thermal condition characteristics with some limitations at sites with unique conditions such as 3-D air or water circulation, which have to be calibrated manually. The calibration obtained was used for global and regional climate model (GCM/RCM)-based long-term climate projections under the A1B climate scenario (EU-ENSEMBLES project) specifically downscaled at each borehole site. The projection shows general permafrost degradation with thawing at 10 m, even partially reaching 20 m depth by the end of the century, but with different timing among the sites and with partly considerable uncertainties due to the spread of the applied climatic forcing.
format Article in Journal/Newspaper
author A. Marmy
J. Rajczak
R. Delaloye
C. Hilbich
M. Hoelzle
S. Kotlarski
C. Lambiel
J. Noetzli
M. Phillips
N. Salzmann
B. Staub
C. Hauck
author_facet A. Marmy
J. Rajczak
R. Delaloye
C. Hilbich
M. Hoelzle
S. Kotlarski
C. Lambiel
J. Noetzli
M. Phillips
N. Salzmann
B. Staub
C. Hauck
author_sort A. Marmy
title Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
title_short Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
title_full Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
title_fullStr Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
title_full_unstemmed Semi-automated calibration method for modelling of mountain permafrost evolution in Switzerland
title_sort semi-automated calibration method for modelling of mountain permafrost evolution in switzerland
publisher Copernicus Publications
publishDate 2016
url https://doi.org/10.5194/tc-10-2693-2016
http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf
https://doaj.org/article/9bd69bfc74414462b686114f8085c252
genre permafrost
The Cryosphere
genre_facet permafrost
The Cryosphere
op_source The Cryosphere, Vol 10, Iss 6, Pp 2693-2719 (2016)
op_relation 1994-0416
1994-0424
doi:10.5194/tc-10-2693-2016
http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf
https://doaj.org/article/9bd69bfc74414462b686114f8085c252
op_rights undefined
op_doi https://doi.org/10.5194/tc-10-2693-2016
container_title The Cryosphere
container_volume 10
container_issue 6
container_start_page 2693
op_container_end_page 2719
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