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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Published in:Biogeosciences
Main Authors: A. Mavrovic, O. Sonnentag, J. Lemmetyinen, C. Voigt, N. Rutter, P. Mann, J.-D. Sylvain, A. Roy
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/bg-20-5087-2023
https://doaj.org/article/57cb30ccf39547baad4350f3257e8f03
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spelling 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
institution Open Polar
collection 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
spellingShingle 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
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container_issue 24
container_start_page 5087
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