New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas

The thermal state of permafrost affects Earth surface systems and human activity in the Arctic and has implications for global climate. Improved understanding of the local-scale variability in the global ground thermal regime is required to account for its sensitivity to changing climatic and geoeco...

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Published in:The Cryosphere
Main Authors: O. Karjalainen, M. Luoto, J. Aalto, J. Hjort
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
Subjects:
Online Access:https://doi.org/10.5194/tc-13-693-2019
https://doaj.org/article/d322fc01827943ebbb4b14e33095966d
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spelling ftdoajarticles:oai:doaj.org/article:d322fc01827943ebbb4b14e33095966d 2023-05-15T13:03:23+02:00 New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas O. Karjalainen M. Luoto J. Aalto J. Hjort 2019-02-01T00:00:00Z https://doi.org/10.5194/tc-13-693-2019 https://doaj.org/article/d322fc01827943ebbb4b14e33095966d EN eng Copernicus Publications https://www.the-cryosphere.net/13/693/2019/tc-13-693-2019.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-13-693-2019 1994-0416 1994-0424 https://doaj.org/article/d322fc01827943ebbb4b14e33095966d The Cryosphere, Vol 13, Pp 693-707 (2019) Environmental sciences GE1-350 Geology QE1-996.5 article 2019 ftdoajarticles https://doi.org/10.5194/tc-13-693-2019 2022-12-31T10:32:09Z The thermal state of permafrost affects Earth surface systems and human activity in the Arctic and has implications for global climate. Improved understanding of the local-scale variability in the global ground thermal regime is required to account for its sensitivity to changing climatic and geoecological conditions. Here, we statistically related observations of mean annual ground temperature (MAGT) and active-layer thickness (ALT) to high-resolution ( ∼1 km 2 ) geospatial data of climatic and local environmental conditions across the Northern Hemisphere. The aim was to characterize the relative importance of key environmental factors and the magnitude and shape of their effects on MAGT and ALT. The multivariate models fitted well to both response variables with average R 2 values being ∼0.94 and 0.78. Corresponding predictive performances in terms of root-mean-square error were ∼1.31 ∘ C and 87 cm. Freezing (FDD) and thawing (TDD) degree days were key factors for MAGT inside and outside the permafrost domain with average effect sizes of 6.7 and 13.6 ∘ C, respectively. Soil properties had marginal effects on MAGT (effect size =0.4 –0.7 ∘ C). For ALT, rainfall (effect size =181 cm) and solar radiation (161 cm) were most influential. Analysis of variable importance further underlined the dominance of climate for MAGT and highlighted the role of solar radiation for ALT. Most response shapes for MAGT ≤0 ∘ C and ALT were non-linear and indicated thresholds for covariation. Most importantly, permafrost temperatures had a more complex relationship with air temperatures than non-frozen ground. Moreover, the observed warming effect of rainfall on MAGT <math xmlns="http://www.w3.org/1998/Math/MathML" id="M13" display="inline" overflow="scroll" dspmath="mathml"><msub><mi/><mrow><mo>≤</mo><mn mathvariant="normal">0</mn><mspace width="0.125em" linebreak="nobreak"/><msup><mi/><mo>∘</mo></msup><mrow class="unit"><mi ... Article in Journal/Newspaper Active layer thickness Arctic permafrost The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic The Cryosphere 13 2 693 707
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
O. Karjalainen
M. Luoto
J. Aalto
J. Hjort
New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description The thermal state of permafrost affects Earth surface systems and human activity in the Arctic and has implications for global climate. Improved understanding of the local-scale variability in the global ground thermal regime is required to account for its sensitivity to changing climatic and geoecological conditions. Here, we statistically related observations of mean annual ground temperature (MAGT) and active-layer thickness (ALT) to high-resolution ( ∼1 km 2 ) geospatial data of climatic and local environmental conditions across the Northern Hemisphere. The aim was to characterize the relative importance of key environmental factors and the magnitude and shape of their effects on MAGT and ALT. The multivariate models fitted well to both response variables with average R 2 values being ∼0.94 and 0.78. Corresponding predictive performances in terms of root-mean-square error were ∼1.31 ∘ C and 87 cm. Freezing (FDD) and thawing (TDD) degree days were key factors for MAGT inside and outside the permafrost domain with average effect sizes of 6.7 and 13.6 ∘ C, respectively. Soil properties had marginal effects on MAGT (effect size =0.4 –0.7 ∘ C). For ALT, rainfall (effect size =181 cm) and solar radiation (161 cm) were most influential. Analysis of variable importance further underlined the dominance of climate for MAGT and highlighted the role of solar radiation for ALT. Most response shapes for MAGT ≤0 ∘ C and ALT were non-linear and indicated thresholds for covariation. Most importantly, permafrost temperatures had a more complex relationship with air temperatures than non-frozen ground. Moreover, the observed warming effect of rainfall on MAGT <math xmlns="http://www.w3.org/1998/Math/MathML" id="M13" display="inline" overflow="scroll" dspmath="mathml"><msub><mi/><mrow><mo>≤</mo><mn mathvariant="normal">0</mn><mspace width="0.125em" linebreak="nobreak"/><msup><mi/><mo>∘</mo></msup><mrow class="unit"><mi ...
format Article in Journal/Newspaper
author O. Karjalainen
M. Luoto
J. Aalto
J. Hjort
author_facet O. Karjalainen
M. Luoto
J. Aalto
J. Hjort
author_sort O. Karjalainen
title New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
title_short New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
title_full New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
title_fullStr New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
title_full_unstemmed New insights into the environmental factors controlling the ground thermal regime across the Northern Hemisphere: a comparison between permafrost and non-permafrost areas
title_sort new insights into the environmental factors controlling the ground thermal regime across the northern hemisphere: a comparison between permafrost and non-permafrost areas
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/tc-13-693-2019
https://doaj.org/article/d322fc01827943ebbb4b14e33095966d
geographic Arctic
geographic_facet Arctic
genre Active layer thickness
Arctic
permafrost
The Cryosphere
genre_facet Active layer thickness
Arctic
permafrost
The Cryosphere
op_source The Cryosphere, Vol 13, Pp 693-707 (2019)
op_relation https://www.the-cryosphere.net/13/693/2019/tc-13-693-2019.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-13-693-2019
1994-0416
1994-0424
https://doaj.org/article/d322fc01827943ebbb4b14e33095966d
op_doi https://doi.org/10.5194/tc-13-693-2019
container_title The Cryosphere
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container_issue 2
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