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: Mavrovic, Alex, Sonnentag, Oliver, Lemmetyinen, Juha, Voigt, Carolina, Rutter, Nick, Mann, Paul, Sylvain, Jean-Daniel, Roy, Alexandre
Format: Text
Language:English
Published: 2023
Subjects:
Online Access:https://doi.org/10.5194/bg-20-5087-2023
https://bg.copernicus.org/articles/20/5087/2023/
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spelling ftcopernicus:oai:publications.copernicus.org:bg111889 2024-09-15T18:39:41+00:00 Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments Mavrovic, Alex Sonnentag, Oliver Lemmetyinen, Juha Voigt, Carolina Rutter, Nick Mann, Paul Sylvain, Jean-Daniel Roy, Alexandre 2023-12-20 application/pdf https://doi.org/10.5194/bg-20-5087-2023 https://bg.copernicus.org/articles/20/5087/2023/ eng eng doi:10.5194/bg-20-5087-2023 https://bg.copernicus.org/articles/20/5087/2023/ eISSN: 1726-4189 Text 2023 ftcopernicus https://doi.org/10.5194/bg-20-5087-2023 2024-08-28T05:24:15Z 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" ... Text Tundra Copernicus Publications: E-Journals Biogeosciences 20 24 5087 5108
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
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 Text
author Mavrovic, Alex
Sonnentag, Oliver
Lemmetyinen, Juha
Voigt, Carolina
Rutter, Nick
Mann, Paul
Sylvain, Jean-Daniel
Roy, Alexandre
spellingShingle Mavrovic, Alex
Sonnentag, Oliver
Lemmetyinen, Juha
Voigt, Carolina
Rutter, Nick
Mann, Paul
Sylvain, Jean-Daniel
Roy, Alexandre
Environmental controls of winter soil carbon dioxide fluxes in boreal and tundra environments
author_facet Mavrovic, Alex
Sonnentag, Oliver
Lemmetyinen, Juha
Voigt, Carolina
Rutter, Nick
Mann, Paul
Sylvain, Jean-Daniel
Roy, Alexandre
author_sort Mavrovic, Alex
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
publishDate 2023
url https://doi.org/10.5194/bg-20-5087-2023
https://bg.copernicus.org/articles/20/5087/2023/
genre Tundra
genre_facet Tundra
op_source eISSN: 1726-4189
op_relation doi:10.5194/bg-20-5087-2023
https://bg.copernicus.org/articles/20/5087/2023/
op_doi https://doi.org/10.5194/bg-20-5087-2023
container_title Biogeosciences
container_volume 20
container_issue 24
container_start_page 5087
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