Articles | Volume 11, issue 9
https://doi.org/10.5194/gmd-11-3903-2018
© Author(s) 2018. 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-11-3903-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
GOLUM-CNP v1.0: a data-driven modeling of carbon, nitrogen and phosphorus cycles in major terrestrial biomes
Yilong Wang
CORRESPONDING AUTHOR
Laboratoire des Sciences du Climat et de l'Environnement,
CEA-CNRS-UVSQ- Université Paris Saclay, Gif-sur-Yvette, France
Philippe Ciais
Laboratoire des Sciences du Climat et de l'Environnement,
CEA-CNRS-UVSQ- Université Paris Saclay, Gif-sur-Yvette, France
Daniel Goll
Laboratoire des Sciences du Climat et de l'Environnement,
CEA-CNRS-UVSQ- Université Paris Saclay, Gif-sur-Yvette, France
Yuanyuan Huang
Laboratoire des Sciences du Climat et de l'Environnement,
CEA-CNRS-UVSQ- Université Paris Saclay, Gif-sur-Yvette, France
Center for Ecosystem Science and Society, Northern Arizona
University, Flagstaff, AZ, USA
Department of Earth System Science, Tsinghua University, Beijing, China
Department of Microbiology and Plant Biology, University of Oklahoma,
Norman, OK, USA
Ying-Ping Wang
CSIRO Oceans and Atmosphere, PMB 1, Aspendale, Victoria,
Australia
A. Anthony Bloom
Jet Propulsion Laboratory, California Institute of Technology,
Pasadena, CA, USA
Grégoire Broquet
Laboratoire des Sciences du Climat et de l'Environnement,
CEA-CNRS-UVSQ- Université Paris Saclay, Gif-sur-Yvette, France
Jens Hartmann
Institute for Geology, KlimaCampus, Universität Hamburg,
Bundesstrasse 55, 20146 Hamburg, Germany
Shushi Peng
Sino-French Institute for Earth System Science, College of Urban and
Environmental Sciences, Peking University, Beijing, China
Josep Penuelas
CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, Catalonia,
Spain
CREAF, Cerdanyola del Vallès, Catalonia, Spain
Shilong Piao
Sino-French Institute for Earth System Science, College of Urban and
Environmental Sciences, Peking University, Beijing, China
Institute of Tibetan Plateau Research, Chinese Academy of Sciences,
Beijing, China
Jordi Sardans
CSIC, Global Ecology Unit CREAF-CSIC-UAB, Bellaterra, Catalonia,
Spain
CREAF, Cerdanyola del Vallès, Catalonia, Spain
Benjamin D. Stocker
CREAF, Cerdanyola del Vallès, Catalonia, Spain
Rong Wang
Department of Global Ecology, Carnegie Institution for Science,
Stanford, CA, USA
Sönke Zaehle
Max Planck Institute for Biogeochemistry, Jena, Germany
Sophie Zechmeister-Boltenstern
University of Natural Resources and Life Sciences Vienna, Institute
of Soil Research, Department of Forest and Soil Sciences, Vienna, Austria
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Cited
36 citations as recorded by crossref.
- Modelling the terrestrial nitrogen and phosphorus cycle in the UVic ESCM M. De Sisto et al. https://doi.org/10.5194/gmd-16-4113-2023
- Fire-derived phosphorus fertilization of African tropical forests M. Bauters et al. https://doi.org/10.1038/s41467-021-25428-3
- Evaluation of CMIP6 Global Climate Models for Simulating Land Surface Energy and Water Fluxes During 1979–2014 J. Li et al. https://doi.org/10.1029/2021MS002515
- Silicate chemical weathering disrupts the global patterns of phosphorus limitation C. Li et al. https://doi.org/10.1038/s41467-025-65773-1
- Inoculation dose and strain identity shape dark septate endophyte effects on plant-soil nutrient stoichiometry in ecological restoration S. Guo et al. https://doi.org/10.1016/j.apsoil.2025.106523
- A global dataset on phosphorus in agricultural soils B. Ringeval et al. https://doi.org/10.1038/s41597-023-02751-6
- Anthropogenic global shifts in biospheric N and P concentrations and ratios and their impacts on biodiversity, ecosystem productivity, food security, and human health J. Penuelas et al. https://doi.org/10.1111/gcb.14981
- Global Simulation and Evaluation of Soil Organic Matter and Microbial Carbon and Nitrogen Stocks Using the Microbial Decomposition Model ORCHIMIC v2.0 Y. Huang et al. https://doi.org/10.1029/2020GB006836
- Exogenous P compounds differentially interacted with N availability to regulate enzymatic activities in a meadow steppe R. Wang et al. https://doi.org/10.1111/ejss.12906
- Amazon forest nutrient limitation is mitigated by distant fire emissions A. Descals et al. https://doi.org/10.1038/s41561-025-01899-7
- Developing holistic models of the structure and function of the soil/plant/atmosphere continuum J. Penuelas & J. Sardans https://doi.org/10.1007/s11104-020-04641-x
- Phosphorus allocation to and resorption from leaves regulate the residence time of phosphorus in above‐ground forest biomass on Mount Kinabalu, Borneo Y. Tsujii et al. https://doi.org/10.1111/1365-2435.13574
- Soil properties explain tree growth and mortality, but not biomass, across phosphorus-depleted tropical forests J. Soong et al. https://doi.org/10.1038/s41598-020-58913-8
- Optimization of nitrogen, water and salinity for maximizing soil organic carbon in coastal wetlands M. He et al. https://doi.org/10.1016/j.gecco.2022.e02146
- Uncertainty propagation in a global biogeochemical model driven by leaf area data C. Bian & J. Xia https://doi.org/10.3389/fevo.2023.1105832
- Microbial carbon limitation: The need for integrating microorganisms into our understanding of ecosystem carbon cycling J. Soong et al. https://doi.org/10.1111/gcb.14962
- Recent advances and future research in ecological stoichiometry J. Sardans et al. https://doi.org/10.1016/j.ppees.2021.125611
- Tropical wood stores substantial amounts of nutrients, but we have limited understanding why M. Bauters et al. https://doi.org/10.1111/btp.13069
- Temperature dependence of ecosystem carbon, nitrogen and phosphorus residence times differs between subtropical and temperate forests in China Y. Chen et al. https://doi.org/10.1016/j.agrformet.2022.109165
- Global evaluation of terrestrial biogeochemistry in the Energy Exascale Earth System Model (E3SM) and the role of the phosphorus cycle in the historical terrestrial carbon balance X. Yang et al. https://doi.org/10.5194/bg-20-2813-2023
- An improved global database and model of plant available soil phosphorus R. McDowell et al. https://doi.org/10.1038/s41597-026-07140-3
- Substantial uncertainties in global soil organic carbon simulated by multiple terrestrial carbon cycle models Z. Wang et al. https://doi.org/10.1002/ldr.4679
- Understanding soil phosphorus cycling for sustainable development: A review J. Helfenstein et al. https://doi.org/10.1016/j.oneear.2024.07.020
- Carbon cycling in mature and regrowth forests globally K. Anderson-Teixeira et al. https://doi.org/10.1088/1748-9326/abed01
- Retention of deposited ammonium and nitrate and its impact on the global forest carbon sink G. Gurmesa et al. https://doi.org/10.1038/s41467-022-28345-1
- Global patterns and drivers of phosphorus fractions in natural soils X. He et al. https://doi.org/10.5194/bg-20-4147-2023
- Global maps and factors driving forest foliar elemental composition: the importance of evolutionary history H. Vallicrosa et al. https://doi.org/10.1111/nph.17771
- Carbon dioxide fertilization enhanced carbon sink offset by climate change and land use in Amazonia on a centennial scale B. Chen et al. https://doi.org/10.1016/j.scitotenv.2024.176903
- Global evaluation of the nutrient-enabled version of the land surface model ORCHIDEE-CNP v1.2 (r5986) Y. Sun et al. https://doi.org/10.5194/gmd-14-1987-2021
- Nutrient Limitations Lead to a Reduced Magnitude of Disequilibrium in the Global Terrestrial Carbon Cycle N. Wei et al. https://doi.org/10.1029/2021JG006764
- Terrestrial Phosphorus Cycling: Responses to Climatic Change D. Menge et al. https://doi.org/10.1146/annurev-ecolsys-110421-102458
- Reevaluating the contribution of grain for green program to GPP in the Loess Plateau: Insights from a process-based model Q. Wu et al. https://doi.org/10.1016/j.agrformet.2026.111048
- Contribution of Incorporating the Phosphorus Cycle into TRIPLEX-CNP to Improve the Quantification of Land Carbon Cycle J. Ding et al. https://doi.org/10.3390/land11060778
- Simulating the land carbon sink: Progresses and challenges of terrestrial ecosystem models W. Yuan et al. https://doi.org/10.1016/j.agrformet.2024.110264
- Nitrogen cycling in CMIP6 land surface models: progress and limitations T. Davies-Barnard et al. https://doi.org/10.5194/bg-17-5129-2020
- Nitrogen and phosphorus control carbon sequestration in agricultural ecosystems: modelling carbon, nitrogen, and phosphorus balances at the Breton Plots with ecosys under historical and future climates R. Grant et al. https://doi.org/10.1139/cjss-2019-0132
36 citations as recorded by crossref.
- Modelling the terrestrial nitrogen and phosphorus cycle in the UVic ESCM M. De Sisto et al. https://doi.org/10.5194/gmd-16-4113-2023
- Fire-derived phosphorus fertilization of African tropical forests M. Bauters et al. https://doi.org/10.1038/s41467-021-25428-3
- Evaluation of CMIP6 Global Climate Models for Simulating Land Surface Energy and Water Fluxes During 1979–2014 J. Li et al. https://doi.org/10.1029/2021MS002515
- Silicate chemical weathering disrupts the global patterns of phosphorus limitation C. Li et al. https://doi.org/10.1038/s41467-025-65773-1
- Inoculation dose and strain identity shape dark septate endophyte effects on plant-soil nutrient stoichiometry in ecological restoration S. Guo et al. https://doi.org/10.1016/j.apsoil.2025.106523
- A global dataset on phosphorus in agricultural soils B. Ringeval et al. https://doi.org/10.1038/s41597-023-02751-6
- Anthropogenic global shifts in biospheric N and P concentrations and ratios and their impacts on biodiversity, ecosystem productivity, food security, and human health J. Penuelas et al. https://doi.org/10.1111/gcb.14981
- Global Simulation and Evaluation of Soil Organic Matter and Microbial Carbon and Nitrogen Stocks Using the Microbial Decomposition Model ORCHIMIC v2.0 Y. Huang et al. https://doi.org/10.1029/2020GB006836
- Exogenous P compounds differentially interacted with N availability to regulate enzymatic activities in a meadow steppe R. Wang et al. https://doi.org/10.1111/ejss.12906
- Amazon forest nutrient limitation is mitigated by distant fire emissions A. Descals et al. https://doi.org/10.1038/s41561-025-01899-7
- Developing holistic models of the structure and function of the soil/plant/atmosphere continuum J. Penuelas & J. Sardans https://doi.org/10.1007/s11104-020-04641-x
- Phosphorus allocation to and resorption from leaves regulate the residence time of phosphorus in above‐ground forest biomass on Mount Kinabalu, Borneo Y. Tsujii et al. https://doi.org/10.1111/1365-2435.13574
- Soil properties explain tree growth and mortality, but not biomass, across phosphorus-depleted tropical forests J. Soong et al. https://doi.org/10.1038/s41598-020-58913-8
- Optimization of nitrogen, water and salinity for maximizing soil organic carbon in coastal wetlands M. He et al. https://doi.org/10.1016/j.gecco.2022.e02146
- Uncertainty propagation in a global biogeochemical model driven by leaf area data C. Bian & J. Xia https://doi.org/10.3389/fevo.2023.1105832
- Microbial carbon limitation: The need for integrating microorganisms into our understanding of ecosystem carbon cycling J. Soong et al. https://doi.org/10.1111/gcb.14962
- Recent advances and future research in ecological stoichiometry J. Sardans et al. https://doi.org/10.1016/j.ppees.2021.125611
- Tropical wood stores substantial amounts of nutrients, but we have limited understanding why M. Bauters et al. https://doi.org/10.1111/btp.13069
- Temperature dependence of ecosystem carbon, nitrogen and phosphorus residence times differs between subtropical and temperate forests in China Y. Chen et al. https://doi.org/10.1016/j.agrformet.2022.109165
- Global evaluation of terrestrial biogeochemistry in the Energy Exascale Earth System Model (E3SM) and the role of the phosphorus cycle in the historical terrestrial carbon balance X. Yang et al. https://doi.org/10.5194/bg-20-2813-2023
- An improved global database and model of plant available soil phosphorus R. McDowell et al. https://doi.org/10.1038/s41597-026-07140-3
- Substantial uncertainties in global soil organic carbon simulated by multiple terrestrial carbon cycle models Z. Wang et al. https://doi.org/10.1002/ldr.4679
- Understanding soil phosphorus cycling for sustainable development: A review J. Helfenstein et al. https://doi.org/10.1016/j.oneear.2024.07.020
- Carbon cycling in mature and regrowth forests globally K. Anderson-Teixeira et al. https://doi.org/10.1088/1748-9326/abed01
- Retention of deposited ammonium and nitrate and its impact on the global forest carbon sink G. Gurmesa et al. https://doi.org/10.1038/s41467-022-28345-1
- Global patterns and drivers of phosphorus fractions in natural soils X. He et al. https://doi.org/10.5194/bg-20-4147-2023
- Global maps and factors driving forest foliar elemental composition: the importance of evolutionary history H. Vallicrosa et al. https://doi.org/10.1111/nph.17771
- Carbon dioxide fertilization enhanced carbon sink offset by climate change and land use in Amazonia on a centennial scale B. Chen et al. https://doi.org/10.1016/j.scitotenv.2024.176903
- Global evaluation of the nutrient-enabled version of the land surface model ORCHIDEE-CNP v1.2 (r5986) Y. Sun et al. https://doi.org/10.5194/gmd-14-1987-2021
- Nutrient Limitations Lead to a Reduced Magnitude of Disequilibrium in the Global Terrestrial Carbon Cycle N. Wei et al. https://doi.org/10.1029/2021JG006764
- Terrestrial Phosphorus Cycling: Responses to Climatic Change D. Menge et al. https://doi.org/10.1146/annurev-ecolsys-110421-102458
- Reevaluating the contribution of grain for green program to GPP in the Loess Plateau: Insights from a process-based model Q. Wu et al. https://doi.org/10.1016/j.agrformet.2026.111048
- Contribution of Incorporating the Phosphorus Cycle into TRIPLEX-CNP to Improve the Quantification of Land Carbon Cycle J. Ding et al. https://doi.org/10.3390/land11060778
- Simulating the land carbon sink: Progresses and challenges of terrestrial ecosystem models W. Yuan et al. https://doi.org/10.1016/j.agrformet.2024.110264
- Nitrogen cycling in CMIP6 land surface models: progress and limitations T. Davies-Barnard et al. https://doi.org/10.5194/bg-17-5129-2020
- Nitrogen and phosphorus control carbon sequestration in agricultural ecosystems: modelling carbon, nitrogen, and phosphorus balances at the Breton Plots with ecosys under historical and future climates R. Grant et al. https://doi.org/10.1139/cjss-2019-0132
Saved (final revised paper)
Latest update: 03 Jun 2026
Short summary
We present a new modeling framework called Global Observation-based Land-ecosystems Utilization Model of Carbon, Nitrogen and Phosphorus (GOLUM-CNP) that combines a data-constrained C-cycle analysis with data-driven estimates of N and P inputs and losses and with observed stoichiometric ratios. GOLUM-CNP provides a traceable tool, where a consistency between different datasets of global C, N, and P cycles has been achieved.
We present a new modeling framework called Global Observation-based Land-ecosystems Utilization...