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...

Full description

Bibliographic Details
Main Authors: Gubler, Stefanie, Fiddes, Joel, Keller, Matthias, Gruber, Stephan
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus 2011
Subjects:
Online Access:https://hdl.handle.net/20.500.11850/38920
https://doi.org/10.3929/ethz-b-000038920
id ftethz:oai:www.research-collection.ethz.ch:20.500.11850/38920
record_format openpolar
spelling ftethz:oai:www.research-collection.ethz.ch:20.500.11850/38920 2023-08-20T04:09:15+02:00 Scale-dependent Measurement and Analysis of Ground Surface Temperature Variability in Alpine Terrain Gubler, Stefanie Fiddes, Joel Keller, Matthias Gruber, Stephan 2011 application/application/pdf https://hdl.handle.net/20.500.11850/38920 https://doi.org/10.3929/ethz-b-000038920 en eng Copernicus info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-5-431-2011 info:eu-repo/semantics/altIdentifier/wos/000292242500010 http://hdl.handle.net/20.500.11850/38920 doi:10.3929/ethz-b-000038920 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/3.0/ Creative Commons Attribution 3.0 Unported The Cryosphere, 5 (2) info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2011 ftethz https://doi.org/20.500.11850/3892010.3929/ethz-b-00003892010.5194/tc-5-431-2011 2023-07-30T23:50:21Z 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. ISSN:1994-0416 ISSN:1994-0424 Article in Journal/Newspaper permafrost The Cryosphere ETH Zürich Research Collection
institution Open Polar
collection ETH Zürich Research Collection
op_collection_id ftethz
language English
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. ISSN:1994-0416 ISSN:1994-0424
format Article in Journal/Newspaper
author Gubler, Stefanie
Fiddes, Joel
Keller, Matthias
Gruber, Stephan
spellingShingle Gubler, Stefanie
Fiddes, Joel
Keller, Matthias
Gruber, Stephan
Scale-dependent Measurement and Analysis of Ground Surface Temperature Variability in Alpine Terrain
author_facet Gubler, Stefanie
Fiddes, Joel
Keller, Matthias
Gruber, Stephan
author_sort Gubler, Stefanie
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
publishDate 2011
url https://hdl.handle.net/20.500.11850/38920
https://doi.org/10.3929/ethz-b-000038920
genre permafrost
The Cryosphere
genre_facet permafrost
The Cryosphere
op_source The Cryosphere, 5 (2)
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-5-431-2011
info:eu-repo/semantics/altIdentifier/wos/000292242500010
http://hdl.handle.net/20.500.11850/38920
doi:10.3929/ethz-b-000038920
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by/3.0/
Creative Commons Attribution 3.0 Unported
op_doi https://doi.org/20.500.11850/3892010.3929/ethz-b-00003892010.5194/tc-5-431-2011
_version_ 1774722063503720448