Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain

Measurements of environmental variables are often used to validate and calibrate physically-based models. Depending on their application, the models are used at different scales, ranging from few meters to tens of kilometers. Environmental variables can vary strongly within the grid cells of these m...

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Bibliographic Details
Published in:The Cryosphere
Main Authors: S. Gubler, J. Fiddes, M. Keller, S. Gruber
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2011
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-5-431-2011
http://www.the-cryosphere.net/5/431/2011/tc-5-431-2011.pdf
https://doaj.org/article/a3c2ae8549634ee98ef5300cc470e5c2
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:a3c2ae8549634ee98ef5300cc470e5c2 2023-05-15T17:58:08+02:00 Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain S. Gubler J. Fiddes M. Keller S. Gruber 2011-05-01 https://doi.org/10.5194/tc-5-431-2011 http://www.the-cryosphere.net/5/431/2011/tc-5-431-2011.pdf https://doaj.org/article/a3c2ae8549634ee98ef5300cc470e5c2 en eng Copernicus Publications doi:10.5194/tc-5-431-2011 1994-0416 1994-0424 http://www.the-cryosphere.net/5/431/2011/tc-5-431-2011.pdf https://doaj.org/article/a3c2ae8549634ee98ef5300cc470e5c2 undefined The Cryosphere, Vol 5, Iss 2, Pp 431-443 (2011) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2011 fttriple https://doi.org/10.5194/tc-5-431-2011 2023-01-22T17:44:25Z Measurements of environmental variables are often used to validate and calibrate physically-based models. Depending on their application, the models are used at different scales, ranging from few meters to tens of kilometers. Environmental variables can vary strongly within the grid cells of these models. Validating a model with a single measurement is therefore delicate and susceptible to induce bias in further model applications. To address the question of uncertainty associated with scale in permafrost models, we present data of 390 spatially-distributed ground surface temperature measurements recorded in terrain of high topographic variability in the Swiss Alps. We illustrate a way to program, deploy and refind a large number of measurement devices efficiently, and present a strategy to reduce data loss reported in earlier studies. Data after the first year of deployment is presented. The measurements represent the variability of ground surface temperatures at two different scales ranging from few meters to some kilometers. On the coarser scale, the dependence of mean annual ground surface temperature on elevation, slope, aspect and ground cover type is modelled with a multiple linear regression model. Sampled mean annual ground surface temperatures vary from −4 °C to 5 °C within an area of approximately 16 km2 subject to elevational differences of approximately 1000 m. The measurements also indicate that mean annual ground surface temperatures vary up to 6 °C (i.e., from −2 °C to 4 °C) even within an elevational band of 300 m. Furthermore, fine-scale variations can be high (up to 2.5 °C) at distances of less than 14 m in homogeneous terrain. The effect of this high variability of an environmental variable on model validation and applications in alpine regions is discussed. Article in Journal/Newspaper permafrost The Cryosphere Unknown The Cryosphere 5 2 431 443
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
S. Gubler
J. Fiddes
M. Keller
S. Gruber
Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
topic_facet geo
envir
description Measurements of environmental variables are often used to validate and calibrate physically-based models. Depending on their application, the models are used at different scales, ranging from few meters to tens of kilometers. Environmental variables can vary strongly within the grid cells of these models. Validating a model with a single measurement is therefore delicate and susceptible to induce bias in further model applications. To address the question of uncertainty associated with scale in permafrost models, we present data of 390 spatially-distributed ground surface temperature measurements recorded in terrain of high topographic variability in the Swiss Alps. We illustrate a way to program, deploy and refind a large number of measurement devices efficiently, and present a strategy to reduce data loss reported in earlier studies. Data after the first year of deployment is presented. The measurements represent the variability of ground surface temperatures at two different scales ranging from few meters to some kilometers. On the coarser scale, the dependence of mean annual ground surface temperature on elevation, slope, aspect and ground cover type is modelled with a multiple linear regression model. Sampled mean annual ground surface temperatures vary from −4 °C to 5 °C within an area of approximately 16 km2 subject to elevational differences of approximately 1000 m. The measurements also indicate that mean annual ground surface temperatures vary up to 6 °C (i.e., from −2 °C to 4 °C) even within an elevational band of 300 m. Furthermore, fine-scale variations can be high (up to 2.5 °C) at distances of less than 14 m in homogeneous terrain. The effect of this high variability of an environmental variable on model validation and applications in alpine regions is discussed.
format Article in Journal/Newspaper
author S. Gubler
J. Fiddes
M. Keller
S. Gruber
author_facet S. Gubler
J. Fiddes
M. Keller
S. Gruber
author_sort S. Gubler
title Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
title_short Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
title_full Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
title_fullStr Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
title_full_unstemmed Scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
title_sort scale-dependent measurement and analysis of ground surface temperature variability in alpine terrain
publisher Copernicus Publications
publishDate 2011
url https://doi.org/10.5194/tc-5-431-2011
http://www.the-cryosphere.net/5/431/2011/tc-5-431-2011.pdf
https://doaj.org/article/a3c2ae8549634ee98ef5300cc470e5c2
genre permafrost
The Cryosphere
genre_facet permafrost
The Cryosphere
op_source The Cryosphere, Vol 5, Iss 2, Pp 431-443 (2011)
op_relation doi:10.5194/tc-5-431-2011
1994-0416
1994-0424
http://www.the-cryosphere.net/5/431/2011/tc-5-431-2011.pdf
https://doaj.org/article/a3c2ae8549634ee98ef5300cc470e5c2
op_rights undefined
op_doi https://doi.org/10.5194/tc-5-431-2011
container_title The Cryosphere
container_volume 5
container_issue 2
container_start_page 431
op_container_end_page 443
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