Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments
The carbon cycle in Arctic–boreal regions (ABRs) is an important component of the planetary carbon balance, with growing concerns about the consequences of ABR warming for the global climate system. The greatest uncertainty in annual carbon dioxide ( CO 2 ) budgets exists during winter, primarily du...
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2023
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ftdoajarticles:oai:doaj.org/article:57cb30ccf39547baad4350f3257e8f03 2024-01-21T10:04:13+01:00 Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments A. Mavrovic O. Sonnentag J. Lemmetyinen C. Voigt N. Rutter P. Mann J.-D. Sylvain A. Roy 2023-12-01T00:00:00Z https://doi.org/10.5194/bg-20-5087-2023 https://doaj.org/article/57cb30ccf39547baad4350f3257e8f03 EN eng Copernicus Publications https://bg.copernicus.org/articles/20/5087/2023/bg-20-5087-2023.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 doi:10.5194/bg-20-5087-2023 1726-4170 1726-4189 https://doaj.org/article/57cb30ccf39547baad4350f3257e8f03 Biogeosciences, Vol 20, Pp 5087-5108 (2023) Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/bg-20-5087-2023 2023-12-24T01:42:37Z The carbon cycle in Arctic–boreal regions (ABRs) is an important component of the planetary carbon balance, with growing concerns about the consequences of ABR warming for the global climate system. The greatest uncertainty in annual carbon dioxide ( CO 2 ) budgets exists during winter, primarily due to challenges with data availability and limited spatial coverage in measurements. The goal of this study was to determine the main environmental controls of winter CO 2 fluxes in ABRs over a latitudinal gradient (45 ∘ to 69 ∘ N) featuring four different ecosystem types: closed-crown coniferous boreal forest, open-crown coniferous boreal forest, erect-shrub tundra, and prostrate-shrub tundra. CO 2 fluxes calculated using a snowpack diffusion gradient method ( n =560 ) ranged from 0 to 1.05 g C m 2 d −1 . To assess the dominant environmental controls governing CO 2 fluxes, a random forest machine learning approach was used. We identified soil temperature as the main control of winter CO 2 fluxes with 68 % of relative model importance, except when soil liquid water occurred during 0 ∘ C curtain conditions (i.e., T soil ≈0 ∘ C and liquid water coexist with ice in soil pores). Under zero-curtain conditions, liquid water content became the main control of CO 2 fluxes with 87 % of relative model importance. We observed exponential regressions between CO 2 fluxes and soil temperature in fully frozen soils ( RMSE=0.024 g C m - 2 d - 1 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="56pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="846265b129470ed2a785e3fc2495bc89"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="bg-20-5087-2023-ie00001.svg" width="56pt" height="15pt" src="bg-20-5087-2023-ie00001.png"/></svg:svg> 70.3 % of mean F CO 2 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="23pt" height="14pt" class="svg-formula" dspmath="mathimg" md5hash="e6fbe75052c27002d7e521aeffa5e738"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" ... Article in Journal/Newspaper Arctic Tundra Directory of Open Access Journals: DOAJ Articles Arctic Biogeosciences 20 24 5087 5108 |
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Open Polar |
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Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 |
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Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 A. Mavrovic O. Sonnentag J. Lemmetyinen C. Voigt N. Rutter P. Mann J.-D. Sylvain A. Roy Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
topic_facet |
Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 |
description |
The carbon cycle in Arctic–boreal regions (ABRs) is an important component of the planetary carbon balance, with growing concerns about the consequences of ABR warming for the global climate system. The greatest uncertainty in annual carbon dioxide ( CO 2 ) budgets exists during winter, primarily due to challenges with data availability and limited spatial coverage in measurements. The goal of this study was to determine the main environmental controls of winter CO 2 fluxes in ABRs over a latitudinal gradient (45 ∘ to 69 ∘ N) featuring four different ecosystem types: closed-crown coniferous boreal forest, open-crown coniferous boreal forest, erect-shrub tundra, and prostrate-shrub tundra. CO 2 fluxes calculated using a snowpack diffusion gradient method ( n =560 ) ranged from 0 to 1.05 g C m 2 d −1 . To assess the dominant environmental controls governing CO 2 fluxes, a random forest machine learning approach was used. We identified soil temperature as the main control of winter CO 2 fluxes with 68 % of relative model importance, except when soil liquid water occurred during 0 ∘ C curtain conditions (i.e., T soil ≈0 ∘ C and liquid water coexist with ice in soil pores). Under zero-curtain conditions, liquid water content became the main control of CO 2 fluxes with 87 % of relative model importance. We observed exponential regressions between CO 2 fluxes and soil temperature in fully frozen soils ( RMSE=0.024 g C m - 2 d - 1 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="56pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="846265b129470ed2a785e3fc2495bc89"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="bg-20-5087-2023-ie00001.svg" width="56pt" height="15pt" src="bg-20-5087-2023-ie00001.png"/></svg:svg> 70.3 % of mean F CO 2 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="23pt" height="14pt" class="svg-formula" dspmath="mathimg" md5hash="e6fbe75052c27002d7e521aeffa5e738"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" ... |
format |
Article in Journal/Newspaper |
author |
A. Mavrovic O. Sonnentag J. Lemmetyinen C. Voigt N. Rutter P. Mann J.-D. Sylvain A. Roy |
author_facet |
A. Mavrovic O. Sonnentag J. Lemmetyinen C. Voigt N. Rutter P. Mann J.-D. Sylvain A. Roy |
author_sort |
A. Mavrovic |
title |
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
title_short |
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
title_full |
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
title_fullStr |
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
title_full_unstemmed |
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
title_sort |
environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments |
publisher |
Copernicus Publications |
publishDate |
2023 |
url |
https://doi.org/10.5194/bg-20-5087-2023 https://doaj.org/article/57cb30ccf39547baad4350f3257e8f03 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic Tundra |
genre_facet |
Arctic Tundra |
op_source |
Biogeosciences, Vol 20, Pp 5087-5108 (2023) |
op_relation |
https://bg.copernicus.org/articles/20/5087/2023/bg-20-5087-2023.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 doi:10.5194/bg-20-5087-2023 1726-4170 1726-4189 https://doaj.org/article/57cb30ccf39547baad4350f3257e8f03 |
op_doi |
https://doi.org/10.5194/bg-20-5087-2023 |
container_title |
Biogeosciences |
container_volume |
20 |
container_issue |
24 |
container_start_page |
5087 |
op_container_end_page |
5108 |
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1788694622887739392 |