Articles | Volume 14, issue 6
https://doi.org/10.5194/gmd-14-3879-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/gmd-14-3879-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Model description paper
| 
24 Jun 2021
Model description paper |
| 24 Jun 2021
| 24 Jun 2021
Partitioning soil organic carbon into its centennially stable and active fractions with machine-learning models based on Rock-Eval® thermal analysis (PARTYSOCv2.0 and PARTYSOCv2.0EU)
Normandie Univ., UNIROUEN, INRAE, ECODIV, Rouen, France
Laboratoire de Géologie, École normale supérieure, CNRS,
PSL Univ., IPSL, Paris, France
François Baudin
Institut des Sciences de la Terre de Paris, Sorbonne Université,
CNRS, 75005 Paris, France
Claire Chenu
UMR 1402 ECOSYS, INRAE, AgroParisTech, Univ. Paris Saclay,
78850 Thiverval-Grignon, France
Bent T. Christensen
Department of Agroecology, Aarhus University, AU Foulum, 8830 Tjele,
Denmark
Uwe Franko
Department of soil system science, Helmholtz Centre for Environmental
Research, UFZ, 06120 Halle, Germany
Sabine Houot
UMR 1402 ECOSYS, INRAE, AgroParisTech, Univ. Paris Saclay,
78850 Thiverval-Grignon, France
Eva Kanari
Laboratoire de Géologie, École normale supérieure, CNRS,
PSL Univ., IPSL, Paris, France
Institut des Sciences de la Terre de Paris, Sorbonne Université,
CNRS, 75005 Paris, France
Thomas Kätterer
Department of Ecology, Swedish University of Agricultural Sciences,
75007 Uppsala, Sweden
Ines Merbach
Department Community Ecology, Helmholtz Centre for Environmental
Research, UFZ, 06246 Bad Lauchstädt, Germany
Folkert van Oort
UMR 1402 ECOSYS, INRAE, AgroParisTech, Univ. Paris Saclay,
78850 Thiverval-Grignon, France
Christopher Poeplau
Thünen Institute of Climate-Smart Agriculture, 38116 Braunschweig,
Germany
Juan Carlos Quezada
Laboratory of Ecological Systems ECOS and Laboratory of Plant Ecology
Research PERL, School of Architecture, Civil and Environmental Engineering
ENAC, École Polytechnique Fédérale de Lausanne EPFL, 1015
Lausanne, Switzerland
Swiss Federal Institute for Forest, Snow and Landscape Research WSL,
1015 Lausanne, Switzerland
Ecosystem Management, Institute of Terrestrial Ecosystems, Department
of Environmental Systems Science, ETHZ, 8092 Zürich, Switzerland
Florence Savignac
Institut des Sciences de la Terre de Paris, Sorbonne Université,
CNRS, 75005 Paris, France
Laure N. Soucémarianadin
ACTA – les instituts techniques agricoles, 75595 Paris, France
Pierre Barré
Laboratoire de Géologie, École normale supérieure, CNRS,
PSL Univ., IPSL, Paris, France
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Cited
16 citations as recorded by crossref.
- What is the stability of additional organic carbon stored thanks to alternative cropping systems and organic waste product application? A multi-method evaluation T. Kpemoua et al. 10.5194/soil-10-533-2024
- The AMG model coupled with Rock-Eval® analysis accurately predicts cropland soil organic carbon dynamics in the Tuojiang River Basin, Southwest China Q. Wang et al. 10.1016/j.jenvman.2023.118850
- Effects of long-term sewage sludge addition to a calcareous soil on soil organic C fractions and soil functions A. Simões-Mota et al. 10.1016/j.geoderma.2024.116868
- Elemental stoichiometry and Rock-Eval® thermal stability of organic matter in French topsoils A. Delahaie et al. 10.5194/soil-9-209-2023
- BODIUM—A systemic approach to model the dynamics of soil functions S. König et al. 10.1111/ejss.13411
- Reproducibility of Rock-Eval® thermal analysis for soil organic matter characterization L. Pacini et al. 10.1016/j.orggeochem.2023.104687
- Investigating the complementarity of thermal and physical soil organic carbon fractions A. Delahaie et al. 10.5194/soil-10-795-2024
- Linking Rock-Eval parameters to soil heterotrophic respiration and microbial residues in a black soil Y. Zhang et al. 10.1016/j.soilbio.2023.108939
- A robust initialization method for accurate soil organic carbon simulations E. Kanari et al. 10.5194/bg-19-375-2022
- Current controversies on mechanisms controlling soil carbon storage: implications for interactions with practitioners and policy-makers. A review D. Derrien et al. 10.1007/s13593-023-00876-x
- Morphological classification method and data-driven estimation of the joint roughness coefficient by consideration of two-order asperity Y. Hu et al. 10.1515/rams-2022-0336
- Adjustments to the Rock-Eval® thermal analysis for soil organic and inorganic carbon quantification J. Hazera et al. 10.5194/bg-20-5229-2023
- Combining Rock-Eval® thermal analysis and thermochemolysis to evaluate the influence of forest management on soil organic matter quality and stability Z. Sun et al. 10.1016/j.orggeochem.2023.104585
- Predicting Rock-Eval® thermal analysis parameters of a soil layer based on samples from its sublayers; an experimental study on forest soils E. Kanari et al. 10.1016/j.orggeochem.2021.104289
- Assessing soil functioning: What is the added value of soil organic carbon quality measurements alongside total organic carbon content? G. Koorneef et al. 10.1016/j.soilbio.2024.109507
- Storage or loss of soil active carbon in cropland soils: The effect of agricultural practices and hydrology J. Garnier et al. 10.1016/j.geoderma.2021.115538
15 citations as recorded by crossref.
- What is the stability of additional organic carbon stored thanks to alternative cropping systems and organic waste product application? A multi-method evaluation T. Kpemoua et al. 10.5194/soil-10-533-2024
- The AMG model coupled with Rock-Eval® analysis accurately predicts cropland soil organic carbon dynamics in the Tuojiang River Basin, Southwest China Q. Wang et al. 10.1016/j.jenvman.2023.118850
- Effects of long-term sewage sludge addition to a calcareous soil on soil organic C fractions and soil functions A. Simões-Mota et al. 10.1016/j.geoderma.2024.116868
- Elemental stoichiometry and Rock-Eval® thermal stability of organic matter in French topsoils A. Delahaie et al. 10.5194/soil-9-209-2023
- BODIUM—A systemic approach to model the dynamics of soil functions S. König et al. 10.1111/ejss.13411
- Reproducibility of Rock-Eval® thermal analysis for soil organic matter characterization L. Pacini et al. 10.1016/j.orggeochem.2023.104687
- Investigating the complementarity of thermal and physical soil organic carbon fractions A. Delahaie et al. 10.5194/soil-10-795-2024
- Linking Rock-Eval parameters to soil heterotrophic respiration and microbial residues in a black soil Y. Zhang et al. 10.1016/j.soilbio.2023.108939
- A robust initialization method for accurate soil organic carbon simulations E. Kanari et al. 10.5194/bg-19-375-2022
- Current controversies on mechanisms controlling soil carbon storage: implications for interactions with practitioners and policy-makers. A review D. Derrien et al. 10.1007/s13593-023-00876-x
- Morphological classification method and data-driven estimation of the joint roughness coefficient by consideration of two-order asperity Y. Hu et al. 10.1515/rams-2022-0336
- Adjustments to the Rock-Eval® thermal analysis for soil organic and inorganic carbon quantification J. Hazera et al. 10.5194/bg-20-5229-2023
- Combining Rock-Eval® thermal analysis and thermochemolysis to evaluate the influence of forest management on soil organic matter quality and stability Z. Sun et al. 10.1016/j.orggeochem.2023.104585
- Predicting Rock-Eval® thermal analysis parameters of a soil layer based on samples from its sublayers; an experimental study on forest soils E. Kanari et al. 10.1016/j.orggeochem.2021.104289
- Assessing soil functioning: What is the added value of soil organic carbon quality measurements alongside total organic carbon content? G. Koorneef et al. 10.1016/j.soilbio.2024.109507
Latest update: 20 Nov 2024
Short summary
Partitioning soil organic carbon (SOC) into fractions that are stable or active on a century scale is key for more accurate models of the carbon cycle. Here, we describe the second version of a machine-learning model, named PARTYsoc, which reliably predicts the proportion of the centennially stable SOC fraction at its northwestern European validation sites with Cambisols and Luvisols, the two dominant soil groups in this region, fostering modelling works of SOC dynamics.
Partitioning soil organic carbon (SOC) into fractions that are stable or active on a century...
