Articles | Volume 17, issue 5
https://doi.org/10.5194/bg-17-1343-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/bg-17-1343-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach
Martin Jung
CORRESPONDING AUTHOR
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Christopher Schwalm
Woods Hole Research Center, Falmouth, MA 02540-1644, USA
Mirco Migliavacca
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Sophia Walther
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Gustau Camps-Valls
Image Processing Laboratory (IPL), Universitat de València,
Paterna, 46980, Spain
Sujan Koirala
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Peter Anthoni
Institute of Meteorology and Climate Research – Atmospheric
Environmental Research (IMK-IFU), Karlsruhe Institute of Technology, 82467 Garmisch-Partenkirchen, Germany
Simon Besnard
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Laboratory of Geo-Information Science and Remote Sensing, Wageningen
University and Research, Wageningen, 6708 PB, the Netherlands
Paul Bodesheim
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Computer Vision Group Mathematics and Computer Science, Friedrich Schiller University Jena, 07743 Jena, Germany
Nuno Carvalhais
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Departamento de Ciências e Engenharia do Ambiente (DCEA),
Faculdade de Ciências e Tecnologia, FCT, Universidade Nova de Lisboa,
Caparica, 2829-516, Portugal
Frédéric Chevallier
Laboratoire des Sciences du Climat et de l'Environnement (LSCE/IPSL),
Université Paris-Saclay, Gif-sur-Yvette, 91198, France
Fabian Gans
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Daniel S. Goll
Department of Geography, University of Augsburg, 86159 Augsburg,
Germany
Vanessa Haverd
Department Continental Biogeochemical Cycles, CSIRO Oceans and
Atmosphere, Canberra, 2601, Australia
Philipp Köhler
Division of Geological and Planetary Sciences, California Institute
of Technology, Pasadena, CA, USA
Kazuhito Ichii
Center for Environmental Remote Sensing (CEReS), Chiba University,
Chiba, 263-8522, Japan
Center for Global Environmental Research, National Institute for
Environmental Studies, Tsukuba, 305-8506, Japan
Atul K. Jain
Department of Atmospheric Science, University of Illinois, Urbana, IL 61801, USA
Junzhi Liu
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
School of Geography, Nanjing Normal University, Nanjing, 210023,
China
Danica Lombardozzi
Climate and Global Dynamics Laboratory, National Center for
Atmospheric Research, Boulder, CO 80307, USA
Julia E. M. S. Nabel
Department Land in the Earth System (LES), Max Planck Institute for
Meteorology, 20146 Hamburg, Germany
Jacob A. Nelson
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Michael O'Sullivan
College of Life and Environmental Sciences, University of Exeter,
Exeter, EX4 4QE, UK
Martijn Pallandt
Department of Biogeochemical Signals, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Dario Papale
Department of Innovation in Biology, Agri-food and Forest systems
(DIBAF), Tuscia University, Viterbo, 01100, Italy
Impacts on Agriculture, Forests and Ecosystem Services (IAFES),
Euro-Mediterranean Center on Climate Change (CMCC), Lecce, 01100, Italy
Wouter Peters
Department of Meteorology and Air Quality, Wageningen University and
Research, Wageningen, 6700 AA, the Netherlands
Julia Pongratz
Department of Geography, Ludwig-Maximilians-Universität
München, 80333 Munich, Germany
Department Land in the Earth System (LES), Max Planck Institute for
Meteorology, 20146 Hamburg, Germany
Christian Rödenbeck
Department of Biogeochemical Signals, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Stephen Sitch
College of Life and Environmental Sciences, University of Exeter,
Exeter, EX4 4QE, UK
Gianluca Tramontana
Department of Innovation in Biology, Agri-food and Forest systems
(DIBAF), Tuscia University, Viterbo, 01100, Italy
Image Processing Laboratory (IPL), Universitat de València,
Paterna, 46980, Spain
Anthony Walker
Climate Change Science Institute, Oak Ridge National Laboratory, Oak
Ridge, TN, USA
Ulrich Weber
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
Markus Reichstein
Department of Biogeochemical Integration, Max Planck Institute for
Biogeochemistry, 07745 Jena, Germany
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- Satellite-based reflectances capture large fraction of variability in global gross primary production (GPP) at weekly time scales J. Joiner & Y. Yoshida 10.1016/j.agrformet.2020.108092
- Distinct response of gross primary productivity in five terrestrial biomes to precipitation variability F. Ritter et al. 10.1038/s43247-020-00034-1
- Non-growing season carbon emissions in a northern peatland are projected to increase under global warming A. Rafat et al. 10.1038/s43247-021-00184-w
- Impacts of extreme summers on European ecosystems: a comparative analysis of 2003, 2010 and 2018 A. Bastos et al. 10.1098/rstb.2019.0507
- Kernel methods and their derivatives: Concept and perspectives for the earth system sciences J. Johnson et al. 10.1371/journal.pone.0235885
- Upscaling Net Ecosystem Exchange Over Heterogeneous Landscapes With Machine Learning O. Reitz et al. 10.1029/2020JG005814
- Five years of variability in the global carbon cycle: comparing an estimate from the Orbiting Carbon Observatory-2 and process-based models Z. Chen et al. 10.1088/1748-9326/abfac1
- Tropical extreme droughts drive long-term increase in atmospheric CO2 growth rate variability X. Luo & T. Keenan 10.1038/s41467-022-28824-5
- Leaf-scale quantification of the effect of photosynthetic gas exchange on Δ<sup>17</sup>O of atmospheric CO<sub>2</sub> G. Adnew et al. 10.5194/bg-17-3903-2020
- A Regional Earth System Data Lab for Understanding Ecosystem Dynamics: An Example from Tropical South America L. Estupinan-Suarez et al. 10.3389/feart.2021.613395
- Tighten the Bolts and Nuts on GPP Estimations from Sites to the Globe: An Assessment of Remote Sensing Based LUE Models and Supporting Data Fields Z. Wang et al. 10.3390/rs13020168
- Increasing the spatial and temporal impact of ecological research: A roadmap for integrating a novel terrestrial process into an Earth system model E. Kyker‐Snowman et al. 10.1111/gcb.15894
- Environment-sensitivity functions for gross primary productivity in light use efficiency models S. Bao et al. 10.1016/j.agrformet.2021.108708
- Ideas and perspectives: enhancing the impact of the FLUXNET network of eddy covariance sites D. Papale 10.5194/bg-17-5587-2020
- VODCA2GPP – a new, global, long-term (1988–2020) gross primary production dataset from microwave remote sensing B. Wild et al. 10.5194/essd-14-1063-2022
- New Drought Projections Over East Asia Using Evapotranspiration Deficits From the CMIP6 Warming Scenarios D. Kim et al. 10.1029/2020EF001697
- Observational Constraints on the Response of High‐Latitude Northern Forests to Warming J. Liu et al. 10.1029/2020AV000228
- Detecting vulnerability of humid tropical forests to multiple stressors S. Saatchi et al. 10.1016/j.oneear.2021.06.002
- How the Updated Earth System Models Project Terrestrial Gross Primary Productivity in China under 1.5 and 2 °C Global Warming C. Zhang et al. 10.3390/su132111744
- Drought Risk of Global Terrestrial Gross Primary Productivity Over the Last 40 Years Detected by a Remote Sensing‐Driven Process Model Q. He et al. 10.1029/2020JG005944
- Commercial forest carbon protocol over-credit bias delimited by zero-threshold carbon accounting B. Marino & N. Bautista 10.1016/j.tfp.2021.100171
- CLASSIC v1.0: the open-source community successor to the Canadian Land Surface Scheme (CLASS) and the Canadian Terrestrial Ecosystem Model (CTEM) – Part 2: Global benchmarking C. Seiler et al. 10.5194/gmd-14-2371-2021
- Terrestrial carbon sinks in China and around the world and their contribution to carbon neutrality Y. Yang et al. 10.1007/s11427-021-2045-5
- An Observation‐Driven Approach to Improve Vegetation Phenology in a Global Land Surface Model J. Kolassa et al. 10.1029/2020MS002083
- Leveraging observed soil heterotrophic respiration fluxes as a novel constraint on global‐scale models J. Jian et al. 10.1111/gcb.15795
- Global sensitivities of forest carbon changes to environmental conditions S. Besnard et al. 10.1111/gcb.15877
- Interannual and Seasonal Drivers of Carbon Cycle Variability Represented by the Community Earth System Model (CESM2) W. Wieder et al. 10.1029/2021GB007034
- Improved dryland carbon flux predictions with explicit consideration of water-carbon coupling M. Barnes et al. 10.1038/s43247-021-00308-2
- Howland Forest, ME, USA: Multi-Gas Flux (CO2, CH4, N2O) Social Cost Product Underscores Limited Carbon Proxies B. Marino et al. 10.3390/land10040436
- European Carbon Uptake has Not Benefited From Vegetation Greening X. Liu et al. 10.1029/2021GL094870
- Definitions and methods to estimate regional land carbon fluxes for the second phase of the REgional Carbon Cycle Assessment and Processes Project (RECCAP-2) P. Ciais et al. 10.5194/gmd-15-1289-2022
- The fate and transit time of carbon in a tropical forest C. Sierra et al. 10.1111/1365-2745.13723
- Vegetation responses to climate extremes recorded by remotely sensed atmospheric formaldehyde C. Morfopoulos et al. 10.1111/gcb.15880
- Ideas and perspectives: Enhancing research and monitoring of carbon pools and land-to-atmosphere greenhouse gases exchange in developing countries D. Kim et al. 10.5194/bg-19-1435-2022
- Responding time scales of vegetation production to extreme droughts over China Y. Deng et al. 10.1016/j.ecolind.2022.108630
- Soil moisture–atmosphere feedback dominates land carbon uptake variability V. Humphrey et al. 10.1038/s41586-021-03325-5
- Spatially explicit and multiscale ecosystem shift probabilities and risk severity assessments in the greater Mekong subregion over three decades A. Kayiranga et al. 10.1016/j.scitotenv.2021.149281
- Extreme events driving year-to-year differences in gross primary productivity across the US A. Turner et al. 10.5194/bg-18-6579-2021
- Spatio-temporal variability of gross primary productivity in moist and dry deciduous plant functional types of Northwest Himalayan foothills of India using temperature-greenness model R. Srinet et al. 10.1080/10106049.2020.1801855
- Time‐Scale Dependent Relations Between Earth Observation Based Proxies of Vegetation Productivity N. Linscheid et al. 10.1029/2021GL093285
- The response of the Amazon ecosystem to the photosynthetically active radiation fields: integrating impacts of biomass burning aerosol and clouds in the NASA GEOS Earth system model H. Bian et al. 10.5194/acp-21-14177-2021
- Non-linearity between gross primary productivity and far-red solar-induced chlorophyll fluorescence emitted from canopies of major biomes Y. Liu et al. 10.1016/j.rse.2022.112896
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al. 10.5194/bg-17-6393-2020
- Carbon dynamics and soil greenhouse fluxes in a Florida's native rangeland before and after fire R. Bracho et al. 10.1016/j.agrformet.2021.108682
- Evolution of light use efficiency models: Improvement, uncertainties, and implications Y. Pei et al. 10.1016/j.agrformet.2022.108905
- Surface temperatures reveal the patterns of vegetation water stress and their environmental drivers across the tropical Americas J. Green et al. 10.1111/gcb.16139
- Tracking the seasonal and inter-annual variations of global gross primary production during last four decades using satellite near-infrared reflectance data S. Wang et al. 10.1016/j.scitotenv.2020.142569
- Evaluation of earth system model and atmospheric inversion using total column CO2 observations from GOSAT and OCO-2 P. Patra et al. 10.1186/s40645-021-00420-z
- Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5 L. Birch et al. 10.5194/gmd-14-3361-2021
- Global trends in land-atmosphere CO<SUB>2</SUB> exchange fluxes: an analysis of a flux measurement dataset and comparison with terrestrial model simulations A. ITO 10.2480/agrmet.D-21-00015
- A global terrestrial ecosystem respiration dataset (2001-2010) estimated with MODIS land surface temperature and vegetation indices J. Ai et al. 10.1080/20964471.2020.1768001
- Temperature, Moisture, Hyperspectral Vegetation Indexes, and Leaf Traits Regulated Soil Respiration in Different Crop Planting Fields X. Yao et al. 10.1007/s42729-021-00600-2
- CO 2 fertilization of terrestrial photosynthesis inferred from site to global scales C. Chen et al. 10.1073/pnas.2115627119
- Midwest US Croplands Determine Model Divergence in North American Carbon Fluxes W. Sun et al. 10.1029/2020AV000310
- Climate‐Driven Variability and Trends in Plant Productivity Over Recent Decades Based on Three Global Products M. O'Sullivan et al. 10.1029/2020GB006613
- Spatial variations in terrestrial net ecosystem productivity and its local indicators E. Cui et al. 10.5194/bg-17-6237-2020
- Impact of temperature and water availability on microwave-derived gross primary production I. Teubner et al. 10.5194/bg-18-3285-2021
- Accurate Simulation of Both Sensitivity and Variability for Amazonian Photosynthesis: Is It Too Much to Ask? S. Gallup et al. 10.1029/2021MS002555
- Representativeness assessment of the pan-Arctic eddy covariance site network and optimized future enhancements M. Pallandt et al. 10.5194/bg-19-559-2022
- Would the obtainable gross primary productivity (GPP) products stand up? A critical assessment of 45 global GPP products Y. Zhang & A. Ye 10.1016/j.scitotenv.2021.146965
- Soil respiration strongly offsets carbon uptake in Alaska and Northwest Canada J. Watts et al. 10.1088/1748-9326/ac1222
- Global Patterns and Climate Controls of Terrestrial Ecosystem Light Use Efficiency S. Tang et al. 10.1029/2020JG005908
- The CO 2 record at the Amazon Tall Tower Observatory: A new opportunity to study processes on seasonal and inter‐annual scales S. Botía et al. 10.1111/gcb.15905
- Greening-induced increase in evapotranspiration over Eurasia offset by CO2-induced vegetational stomatal closure X. Zhang et al. 10.1088/1748-9326/ac3532
- An evapotranspiration deficit-based drought index to detect variability of terrestrial carbon productivity in the Middle East K. Alsafadi et al. 10.1088/1748-9326/ac4765
- Validation of terrestrial biogeochemistry in CMIP6 Earth system models: a review L. Spafford & A. MacDougall 10.5194/gmd-14-5863-2021
- Evaluating two soil carbon models within the global land surface model JSBACH using surface and spaceborne observations of atmospheric CO<sub>2</sub> T. Thum et al. 10.5194/bg-17-5721-2020
- Technical note: A high-resolution inverse modelling technique for estimating surface CO<sub>2</sub> fluxes based on the NIES-TM–FLEXPART coupled transport model and its adjoint S. Maksyutov et al. 10.5194/acp-21-1245-2021
- Testing stomatal models at the stand level in deciduous angiosperm and evergreen gymnosperm forests using CliMA Land (v0.1) Y. Wang et al. 10.5194/gmd-14-6741-2021
- Interannual Variability of Summer Net Ecosystem CO 2 Exchange in High Arctic Tundra C. Braybrook et al. 10.1029/2020JG006094
- Increasing terrestrial ecosystem carbon release in response to autumn cooling and warming R. Tang et al. 10.1038/s41558-022-01304-w
- Asymmetric responses of ecosystem productivity to rainfall anomalies vary inversely with mean annual rainfall over the conterminous United States A. Al‐Yaari et al. 10.1111/gcb.15345
- Estimating the Net Ecosystem Exchange at Global FLUXNET Sites Using a Random Forest Model N. Huang et al. 10.1109/JSTARS.2021.3114190
- Plant uptake of CO 2 outpaces losses from permafrost and plant respiration on the Tibetan Plateau D. Wei et al. 10.1073/pnas.2015283118
- Rapidly changing high-latitude seasonality: implications for the 21st century carbon cycle in Alaska I. Shirley et al. 10.1088/1748-9326/ac4362
- The global contribution of roots to total soil respiration J. Jian et al. 10.1111/geb.13454
- Inferring causal relations from observational long-term carbon and water fluxes records E. Díaz et al. 10.1038/s41598-022-05377-7
- Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity A. Bastos et al. 10.1126/sciadv.aba2724
- The climate benefit of carbon sequestration C. Sierra et al. 10.5194/bg-18-1029-2021
- Mapping global forest age from forest inventories, biomass and climate data S. Besnard et al. 10.5194/essd-13-4881-2021
- Plant gross primary production, plant respiration and carbonyl sulfide emissions over the globe inferred by atmospheric inverse modelling M. Remaud et al. 10.5194/acp-22-2525-2022
- Impact of merging of historical and future climate data sets on land carbon cycle projections for South America C. Huntingford et al. 10.1002/cli2.24
- Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science G. Duveiller et al. 10.1016/j.rse.2021.112496
- Apparent ecosystem carbon turnover time: uncertainties and robust features N. Fan et al. 10.5194/essd-12-2517-2020
- Modeled Surface‐Atmosphere Fluxes From Paired Sites in the Upper Great Lakes Region Using Neural Networks D. Reed et al. 10.1029/2021JG006363
- Determination of Region of Influence Obtained by Aircraft Vertical Profiles Using the Density of Trajectories from the HYSPLIT Model H. Cassol et al. 10.3390/atmos11101073
- Towards neural Earth system modelling by integrating artificial intelligence in Earth system science C. Irrgang et al. 10.1038/s42256-021-00374-3
- The Integrated Carbon Observation System in Europe J. Heiskanen et al. 10.1175/BAMS-D-19-0364.1
- ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
- Responses of vegetation greenness and carbon cycle to extreme droughts in China Y. Deng et al. 10.1016/j.agrformet.2020.108307
- FLUXNET-CH<sub>4</sub>: a global, multi-ecosystem dataset and analysis of methane seasonality from freshwater wetlands K. Delwiche et al. 10.5194/essd-13-3607-2021
Latest update: 08 Jun 2023
Short summary
We test the approach of producing global gridded carbon fluxes based on combining machine learning with local measurements, remote sensing and climate data. We show that we can reproduce seasonal variations in carbon assimilated by plants via photosynthesis and in ecosystem net carbon balance. The ecosystem’s mean carbon balance and carbon flux trends require cautious interpretation. The analysis paves the way for future improvements of the data-driven assessment of carbon fluxes.
We test the approach of producing global gridded carbon fluxes based on combining machine...
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