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:
Online Access:https://doi.org/10.5194/tc-10-2693-2016
https://doaj.org/article/9bd69bfc74414462b686114f8085c252
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spelling ftdoajarticles: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 2016-11-01T00:00:00Z https://doi.org/10.5194/tc-10-2693-2016 https://doaj.org/article/9bd69bfc74414462b686114f8085c252 EN eng Copernicus Publications http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-10-2693-2016 https://doaj.org/article/9bd69bfc74414462b686114f8085c252 The Cryosphere, Vol 10, Iss 6, Pp 2693-2719 (2016) Environmental sciences GE1-350 Geology QE1-996.5 article 2016 ftdoajarticles https://doi.org/10.5194/tc-10-2693-2016 2022-12-31T14:27:35Z 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 Directory of Open Access Journals: DOAJ Articles The Cryosphere 10 6 2693 2719
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
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 Environmental sciences
GE1-350
Geology
QE1-996.5
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
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 http://www.the-cryosphere.net/10/2693/2016/tc-10-2693-2016.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
1994-0416
1994-0424
doi:10.5194/tc-10-2693-2016
https://doaj.org/article/9bd69bfc74414462b686114f8085c252
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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