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
Viewed
Total article views: 22,658 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 02 Oct 2019)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
16,695 | 5,751 | 212 | 22,658 | 1,189 | 260 | 327 |
- HTML: 16,695
- PDF: 5,751
- XML: 212
- Total: 22,658
- Supplement: 1,189
- BibTeX: 260
- EndNote: 327
Total article views: 17,147 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 16 Mar 2020)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
12,366 | 4,583 | 198 | 17,147 | 987 | 247 | 290 |
- HTML: 12,366
- PDF: 4,583
- XML: 198
- Total: 17,147
- Supplement: 987
- BibTeX: 247
- EndNote: 290
Total article views: 5,511 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 02 Oct 2019)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
4,329 | 1,168 | 14 | 5,511 | 202 | 13 | 37 |
- HTML: 4,329
- PDF: 1,168
- XML: 14
- Total: 5,511
- Supplement: 202
- BibTeX: 13
- EndNote: 37
Viewed (geographical distribution)
Total article views: 22,658 (including HTML, PDF, and XML)
Thereof 20,940 with geography defined
and 1,718 with unknown origin.
Total article views: 17,147 (including HTML, PDF, and XML)
Thereof 15,951 with geography defined
and 1,196 with unknown origin.
Total article views: 5,511 (including HTML, PDF, and XML)
Thereof 4,989 with geography defined
and 522 with unknown origin.
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Cited
343 citations as recorded by crossref.
- Global evaluation of the Ecosystem Demography model (ED v3.0) L. Ma et al. 10.5194/gmd-15-1971-2022
- Towards an increasingly biased view on Arctic change E. López-Blanco et al. 10.1038/s41558-023-01903-1
- Improving predictions of evapotranspiration by integrating multi-source observations and land surface model X. He et al. 10.1016/j.agwat.2022.107827
- An emergent constraint on the thermal sensitivity of photosynthesis and greenness in the high latitude northern forests J. Liu & P. Wennberg 10.1038/s41598-024-56362-1
- Machine learning models inaccurately predict current and future high-latitude C balances I. Shirley et al. 10.1088/1748-9326/acacb2
- ECLand: The ECMWF Land Surface Modelling System S. Boussetta et al. 10.3390/atmos12060723
- Temporal Error Correlations in a Terrestrial Carbon Cycle Model Derived by Comparison to Carbon Dioxide Eddy Covariance Flux Tower Measurements D. Wesloh et al. 10.1029/2023JG007526
- Principles for satellite monitoring of vegetation carbon uptake I. Prentice et al. 10.1038/s43017-024-00601-6
- A global surface CO2 flux dataset (2015–2022) inferred from OCO-2 retrievals using the GONGGA inversion system Z. Jin et al. 10.5194/essd-16-2857-2024
- Are Terrestrial Biosphere Models Fit for Simulating the Global Land Carbon Sink? C. Seiler et al. 10.1029/2021MS002946
- Solar-induced chlorophyll fluorescence sheds light on global evapotranspiration Q. Zhang et al. 10.1016/j.rse.2024.114061
- Uncertainty and sensitivity analysis of modeling plant CO2 exchange in the built environment P. Li & Z. Wang 10.1016/j.buildenv.2020.107539
- Vegetation growth due to CO2 fertilization is threatened by increasing vapor pressure deficit S. Li et al. 10.1016/j.jhydrol.2023.129292
- Projected decline in the strength of vegetation carbon sequestration under climate change in India V. Bejagam et al. 10.1016/j.scitotenv.2024.170166
- Triple collocation-based merging of multi-source gridded evapotranspiration data in the Nordic Region X. Li et al. 10.1016/j.agrformet.2023.109451
- Recent Seasonal Variations in Ecosystem Water Use Efficiency in China's Key Tropical‐Subtropical Transitional Zones in Response to Climate Change L. Liu et al. 10.1029/2022GB007635
- Terrestrial vegetation carbon sink analysis and driving mechanism identification in the Qinghai-Tibet Plateau S. Dong et al. 10.1016/j.jenvman.2024.121158
- Uniform upscaling techniques for eddy covariance FLUXes (UFLUX) S. Zhu et al. 10.1080/01431161.2024.2312266
- Improving the Gross Primary Production Estimate by Merging and Downscaling Based on Deep Learning J. Lu et al. 10.3390/f14061201
- From Ecosystem Observation to Environmental Decision-Making: Model-Data Fusion as an Operational Tool T. Smallman et al. 10.3389/ffgc.2021.818661
- Global prediction of gross primary productivity under future climate change Q. Lu et al. 10.1016/j.scitotenv.2023.169239
- Improved Global Gross Primary Productivity Estimation by Considering Canopy Nitrogen Concentrations and Multiple Environmental Factors H. Zhang et al. 10.3390/rs15030698
- Modelling and attributing growing season GPP change by improving Budyko's limitation framework in the inland river basin of Northwestern China X. Chang et al. 10.1016/j.agrformet.2024.110139
- Evaluation of Ecosystem Water Use Efficiency Based on Coupled and Uncoupled Remote Sensing Products for Maize and Soybean L. Huang et al. 10.3390/rs15204922
- Regional asymmetry in the response of global vegetation growth to springtime compound climate events J. Li et al. 10.1038/s43247-022-00455-0
- Accurate Estimation of Gross Primary Production of Paddy Rice Cropland with UAV Imagery-Driven Leaf Biochemical Model X. Hu et al. 10.3390/rs16203906
- An abrupt shift in gross primary productivity over Eastern China-Mongolia and its inter-model diversity in land surface models D. Lee et al. 10.1038/s41598-023-49763-1
- Parameter uncertainty dominates C-cycle forecast errors over most of Brazil for the 21st century T. Smallman et al. 10.5194/esd-12-1191-2021
- Spatiotemporal lagging of predictors improves machine learning estimates of atmosphere–forest CO2 exchange M. Kämäräinen et al. 10.5194/bg-20-897-2023
- PoolDilutionR: An R package for easy optimization of isotope pool dilution calculations K. Morris et al. 10.1111/2041-210X.14223
- The increasing rate of net carbon uptake in Eurasia has been declining since the early 2000s M. Xie et al. 10.1016/j.scitotenv.2024.176890
- Statistical upscaling of ecosystem CO2 fluxes across the terrestrial tundra and boreal domain: Regional patterns and uncertainties A. Virkkala et al. 10.1111/gcb.15659
- NIRVP: A robust structural proxy for sun-induced chlorophyll fluorescence and photosynthesis across scales B. Dechant et al. 10.1016/j.rse.2021.112763
- Drivers of Decadal Carbon Fluxes Across Temperate Ecosystems A. Desai et al. 10.1029/2022JG007014
- Exploring neuro-symbolic AI applications in geoscience: implications and future directions for mineral prediction W. Chen et al. 10.1007/s12145-024-01278-7
- Trend in seasonal amplitude of northern net ecosystem production: Simulated results from IAP DGVM in CAS-ESM2 J. Zhu & X. Zeng 10.1016/j.aosl.2023.100445
- Science to Commerce: A Commercial-Scale Protocol for Carbon Trading Applied to a 28-Year Record of Forest Carbon Monitoring at the Harvard Forest N. Bautista et al. 10.3390/land10020163
- Distinct response of gross primary productivity in five terrestrial biomes to precipitation variability F. Ritter et al. 10.1038/s43247-020-00034-1
- Inner Mongolia grasslands act as a weak regional carbon sink: A new estimation based on upscaling eddy covariance observations C. You et al. 10.1016/j.agrformet.2023.109719
- Land surface conductance linked to precipitation: Co‐evolution of vegetation and climate in Earth system models P. Franks et al. 10.1111/gcb.17188
- Partitioning gross primary production of a boreal forest among species and strata: A multi-method approach A. Vernay et al. 10.1016/j.agrformet.2023.109857
- Carbon cycle: ESP and UAV data processing approaches for forest ecosystem monitoring examples M. Platonova et al. 10.18303/2619-1563-2023-4-45
- Evaluating photosynthetic activity across Arctic-Boreal land cover types using solar-induced fluorescence R. Cheng et al. 10.1088/1748-9326/ac9dae
- 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
- 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
- Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement A. Agustí-Panareda et al. 10.1038/s41597-022-01228-2
- Evaluating the Performance of the Canadian Land Surface Scheme Including Biogeochemical Cycles (CLASSIC) Tailored to the Pan‐Canadian Domain S. Curasi et al. 10.1029/2022MS003480
- 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
- Assessing the Reliability of Global Carbon Flux Dataset Compared to Existing Datasets and Their Spatiotemporal Characteristics Z. Xiong et al. 10.3390/cli11100205
- 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
- Improved water use efficiency of vegetation due to carbon fertilization not translating to increased soil moisture in India A. Verma & S. Ghosh 10.1016/j.jhydrol.2024.131890
- Biome-scale temperature sensitivity of ecosystem respiration revealed by atmospheric CO2 observations W. Sun et al. 10.1038/s41559-023-02093-x
- 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
- Practical Guide to Measuring Wetland Carbon Pools and Fluxes S. Bansal et al. 10.1007/s13157-023-01722-2
- Retrieval of solar-induced chlorophyll fluorescence (SIF) from satellite measurements: comparison of SIF between TanSat and OCO-2 L. Yao et al. 10.5194/amt-15-2125-2022
- An end-to-end satellite-based GPP estimation model devoid of meteorological and land cover data W. Zhu et al. 10.1016/j.agrformet.2023.109337
- Evaluating gross primary productivity over 9 ChinaFlux sites based on random forest regression models, remote sensing, and eddy covariance data X. Chang et al. 10.1016/j.scitotenv.2023.162601
- Contrasting Trends in Water Use Efficiency of the Alpine Grassland in Tibetan Plateau N. Ma & Y. Zhang 10.1029/2022JD036919
- Learning extreme vegetation response to climate drivers with recurrent neural networks F. Martinuzzi et al. 10.5194/npg-31-535-2024
- Importance of the memory effect for assessing interannual variation in net ecosystem exchange W. Liu et al. 10.1016/j.agrformet.2023.109691
- Modelling changes in vegetation productivity and carbon balance under future climate scenarios in southeastern Australia B. Wang et al. 10.1016/j.scitotenv.2024.171748
- 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
- Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing M. Xie et al. 10.1038/s41597-023-02473-9
- Carbon sequestration and CO2 flux in six plant species in vertical greenery systems L. Pan et al. 10.1007/s11252-024-01620-3
- Improved dryland carbon flux predictions with explicit consideration of water-carbon coupling M. Barnes et al. 10.1038/s43247-021-00308-2
- Revealing how intra- and inter-annual variability of carbon uptake (GPP) affects wood cell biomass in an eastern white pine forest P. Puchi et al. 10.1088/1748-9326/acb2df
- 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
- Mutual inhibition effects of elevated CO2 and climate change on global forest GPP Y. Ji et al. 10.1016/j.envres.2024.119145
- Responding time scales of vegetation production to extreme droughts over China Y. Deng et al. 10.1016/j.ecolind.2022.108630
- The Impact of Climate Forcing Biases and the Nitrogen Cycle on Land Carbon Balance Projections C. Seiler et al. 10.1029/2023MS003749
- Hybrid modeling of evapotranspiration: inferring stomatal and aerodynamic resistances using combined physics-based and machine learning R. ElGhawi et al. 10.1088/1748-9326/acbbe0
- Increasing global ecosystem respiration between 1982 and 2015 from Earth observation‐based modelling T. Tagesson et al. 10.1111/geb.13775
- A dataset of carbon and water fluxes in the sample plots of natural regeneration at Puding Station of Guizhou Province (2015–2019) Y. WANG et al. 10.11922/11-6035.csd.2023.0063.zh
- Soil moisture–atmosphere feedback dominates land carbon uptake variability V. Humphrey et al. 10.1038/s41586-021-03325-5
- Capturing the spatiotemporal variations in the gross primary productivity in coastal wetlands by integrating eddy covariance, Landsat, and MODIS satellite data: A case study in the Yangtze Estuary, China Z. Yang et al. 10.1016/j.ecolind.2023.110154
- Carbon flux variation and associated biomass energy storage economic value implications in the Dinghushan Biosphere Reserve B. Njoroge et al. 10.1016/j.jclepro.2022.134274
- Carbon cycle responses to climate change across China's terrestrial ecosystem: Sensitivity and driving process K. Jiao et al. 10.1016/j.scitotenv.2024.170053
- Predicting spatiotemporal variability in radial tree growth at the continental scale with machine learning P. Bodesheim et al. 10.1017/eds.2022.8
- Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models P. Reyes-Muñoz et al. 10.1016/j.rse.2024.114072
- Persistent and enhanced carbon sequestration capacity of alpine grasslands on Earth’s Third Pole Y. Wang et al. 10.1126/sciadv.ade6875
- Development and evaluation of the interactive Model for Air Pollution and Land Ecosystems (iMAPLE) version 1.0 X. Yue et al. 10.5194/gmd-17-4621-2024
- Time‐Scale Dependent Relations Between Earth Observation Based Proxies of Vegetation Productivity N. Linscheid et al. 10.1029/2021GL093285
- 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
- Causal hybrid modeling with double machine learning—applications in carbon flux modeling K. Cohrs et al. 10.1088/2632-2153/ad5a60
- 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
- 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
- Towards hybrid modeling of the global hydrological cycle B. Kraft et al. 10.5194/hess-26-1579-2022
- Improving regional climate simulations based on a hybrid data assimilation and machine learning method X. He et al. 10.5194/hess-27-1583-2023
- Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems L. Liu et al. 10.1038/s41467-023-43860-5
- Dryland Ecosystems of the Sudano-Sahel: A Vegetation Model Perspective W. Verbruggen 10.1163/2031356X-35010012
- A simple approach to enhance the TROPOMI solar-induced chlorophyll fluorescence product by combining with canopy reflected radiation at near-infrared band X. Liu et al. 10.1016/j.rse.2022.113341
- 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
- Estimating Global GPP From the Plant Functional Type Perspective Using a Machine Learning Approach R. Guo et al. 10.1029/2022JG007100
- 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
- CO 2 fertilization of terrestrial photosynthesis inferred from site to global scales C. Chen et al. 10.1073/pnas.2115627119
- Soil respiration–driven CO 2 pulses dominate Australia’s flux variability E. Metz et al. 10.1126/science.add7833
- Midwest US Croplands Determine Model Divergence in North American Carbon Fluxes W. Sun et al. 10.1029/2020AV000310
- Spatial variations in terrestrial net ecosystem productivity and its local indicators E. Cui et al. 10.5194/bg-17-6237-2020
- Terrestrial photosynthesis inferred from plant carbonyl sulfide uptake J. Lai et al. 10.1038/s41586-024-08050-3
- Impact of temperature and water availability on microwave-derived gross primary production I. Teubner et al. 10.5194/bg-18-3285-2021
- MetaFlux: Meta-learning global carbon fluxes from sparse spatiotemporal observations J. Nathaniel et al. 10.1038/s41597-023-02349-y
- A multi-objective optimization framework for regional land-use allocation: Fully utilizing terrestrial vegetation to mitigate carbon emissions N. Wang et al. 10.1016/j.jclepro.2024.144058
- Representativeness assessment of the pan-Arctic eddy covariance site network and optimized future enhancements M. Pallandt et al. 10.5194/bg-19-559-2022
- Causal inference reveals the dominant role of interannual variability of carbon sinks in complicated environmental-terrestrial ecosystems C. Dang et al. 10.1016/j.rse.2024.114300
- Explainable Machine Learning Confirms the Global Terrestrial CO2 Fertilization Effect From Space S. Zhu et al. 10.1109/LGRS.2023.3298373
- Spatial variations and mechanisms for the stability of terrestrial carbon sink in China K. Wang et al. 10.1007/s11430-021-1003-5
- Global datasets of hourly carbon and water fluxes simulated using a satellite-based process model with dynamic parameterizations J. Leng et al. 10.5194/essd-16-1283-2024
- Analysing far-red SIF directional anisotropy of three structurally contrasting forest canopies towards improved GPP estimation W. Liu et al. 10.1016/j.agrformet.2023.109531
- Representation of Leaf‐to‐Canopy Radiative Transfer Processes Improves Simulation of Far‐Red Solar‐Induced Chlorophyll Fluorescence in the Community Land Model Version 5 R. Li et al. 10.1029/2021MS002747
- Global Patterns and Climate Controls of Terrestrial Ecosystem Light Use Efficiency S. Tang et al. 10.1029/2020JG005908
- Machine learning methods for assessing photosynthetic activity: environmental monitoring applications S. Khruschev et al. 10.1007/s12551-022-00982-2
- Carbon and Water Fluxes of the Boreal Evergreen Needleleaf Forest Biome Constrained by Assimilating Ecosystem Carbonyl Sulfide Flux Observations C. Abadie et al. 10.1029/2023JG007407
- Joint improvement on absorbed photosynthetically active radiation and intrinsic quantum yield efficiency algorithms in the P model betters the estimate of terrestrial gross primary productivity Z. Zhang et al. 10.1016/j.agrformet.2023.109883
- Assimilation of passive microwave vegetation optical depth in LDAS-Monde: a case study over the continental USA A. Mucia et al. 10.5194/bg-19-2557-2022
- Mapping Chinese annual gross primary productivity with eddy covariance measurements and machine learning X. Zhu et al. 10.1016/j.scitotenv.2022.159390
- The CO2 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
- 中国陆地生态系统碳汇稳定性的空间分布特征及驱动机制 锴. 王 et al. 10.1360/N072021-0345
- The Orbiting Carbon Observatory-2 (OCO-2) and in situ CO2 data suggest a larger seasonal amplitude of the terrestrial carbon cycle compared to many dynamic global vegetation models R. Lei et al. 10.1016/j.rse.2024.114326
- Partitioning eddy covariance CO2 fluxes into ecosystem respiration and gross primary productivity through a new hybrid four sub-deep neural network H. Chen et al. 10.1016/j.agee.2023.108810
- 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
- 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
- Evaluating Northern Hemisphere Growing Season Net Carbon Flux in Climate Models Using Aircraft Observations M. Loechli et al. 10.1029/2022GB007520
- Gross primary productivity of terrestrial ecosystems: a review of observations, remote sensing, and modelling studies over South Asia V. Pandey et al. 10.1007/s00704-024-05158-4
- 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
- Near-real-time CO2 fluxes from CarbonTracker Europe for high-resolution atmospheric modeling A. van der Woude et al. 10.5194/essd-15-579-2023
- Temporal variability of observed and simulated gross primary productivity, modulated by vegetation state and hydrometeorological drivers J. De Pue et al. 10.5194/bg-20-4795-2023
- Emergent Climatic Controls on Soil Carbon Turnover and Its Variability in Warm Climates H. Huang et al. 10.1029/2023GL105291
- Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity A. Bastos et al. 10.1126/sciadv.aba2724
- A 2001–2022 global gross primary productivity dataset using an ensemble model based on the random forest method X. Chen et al. 10.5194/bg-21-4285-2024
- Elevation-dependent pattern of net CO2 uptake across China D. Wei et al. 10.1038/s41467-024-46930-4
- Wetting-warming climate increases ecosystem carbon use efficiency of Chinese arid and semi-arid ecosystem Y. Sun et al. 10.1016/j.agrformet.2024.110018
- Machine learning algorithms improve MODIS GPP estimates in United States croplands D. Menefee et al. 10.3389/frsen.2023.1240895
- Global Carbon Fluxes Using Multioutput Gaussian Processes Regression and MODIS Products M. Campos-Taberner et al. 10.1109/JSTARS.2024.3413184
- 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
- Assimilating Sentinel-2 data in a modified vegetation photosynthesis and respiration model (VPRM) to improve the simulation of croplands CO2 fluxes in Europe H. Bazzi et al. 10.1016/j.jag.2024.103666
- Incorporating Spatial Autocorrelation into GPP Estimation Using Eigenvector Spatial Filtering R. Xu et al. 10.3390/f15071198
- The Diurnal Dynamics of Gross Primary Productivity Using Observations From the Advanced Baseline Imager on the Geostationary Operational Environmental Satellite‐R Series at an Oak Savanna Ecosystem A. Khan et al. 10.1029/2021JG006701
- Water Stress Dominates 21st‐Century Tropical Land Carbon Uptake P. Levine et al. 10.1029/2023GB007702
- A boreal forest model benchmarking dataset for North America: a case study with the Canadian Land Surface Scheme Including Biogeochemical Cycles (CLASSIC) B. Qu et al. 10.1088/1748-9326/ace376
- The optimal applications of scPDSI and SPEI in characterizing meteorological drought, agricultural drought and terrestrial water availability on a global scale Q. Liu et al. 10.1016/j.scitotenv.2024.175933
- 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
- Machine learning-based global maps of ecological variables and the challenge of assessing them H. Meyer & E. Pebesma 10.1038/s41467-022-29838-9
- CO2 fertilization is spatially distinct from stomatal conductance reduction in controlling ecosystem water-use efficiency increase X. Zhang et al. 10.1088/1748-9326/ac6c9c
- Empirical upscaling of OzFlux eddy covariance for high-resolution monitoring of terrestrial carbon uptake in Australia C. Burton et al. 10.5194/bg-20-4109-2023
- 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
- Artificial intelligence for geoscience: Progress, challenges, and perspectives T. Zhao et al. 10.1016/j.xinn.2024.100691
- Comparing the use of all data or specific subsets for training machine learning models in hydrology: A case study of evapotranspiration prediction H. Shi et al. 10.1016/j.jhydrol.2023.130399
- ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
- 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
- Gap-filling carbon dioxide, water, energy, and methane fluxes in challenging ecosystems: Comparing between methods, drivers, and gap-lengths S. Zhu et al. 10.1016/j.agrformet.2023.109365
- Comparative Analysis of Two Machine Learning Algorithms in Predicting Site-Level Net Ecosystem Exchange in Major Biomes J. Liu et al. 10.3390/rs13122242
- Error characterization of global land evapotranspiration products: Collocation-based approach C. Li et al. 10.1016/j.jhydrol.2022.128102
- Interannual variability in the Australian carbon cycle over 2015–2019, based on assimilation of Orbiting Carbon Observatory-2 (OCO-2) satellite data Y. Villalobos et al. 10.5194/acp-22-8897-2022
- Aircraft Measurements of Tropospheric CO2 in the North China Plain in Autumn and Winter of 2018–2019 H. Zhang et al. 10.3390/atmos14121835
- Benchmarking large-scale evapotranspiration estimates: A perspective from a calibration-free complementary relationship approach and FLUXCOM N. Ma et al. 10.1016/j.jhydrol.2020.125221
- Improving CLM5.0 Biomass and Carbon Exchange Across the Western United States Using a Data Assimilation System B. Raczka et al. 10.1029/2020MS002421
- Observed increasing light-use efficiency of terrestrial gross primary productivity Z. Liu et al. 10.1016/j.agrformet.2024.110269
- Siberian 2020 heatwave increased spring CO2 uptake but not annual CO2 uptake M. Kwon et al. 10.1088/1748-9326/ac358b
- MODIS-based modeling of evapotranspiration from woody vegetation supported by root-zone water storage G. Cui et al. 10.1016/j.rse.2024.114000
- Emergent constraints on historical and future global gross primary productivity X. Chen et al. 10.1111/gcb.17479
- Modeling Global Carbon Costs of Plant Nitrogen and Phosphorus Acquisition R. Braghiere et al. 10.1029/2022MS003204
- Estimation of Net Ecosystem Productivity on the Tibetan Plateau Grassland from 1982 to 2018 Based on Random Forest Model J. Zheng et al. 10.3390/rs15092375
- Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks G. Tramontana et al. 10.1111/gcb.15203
- The spatial heterogeneity of the relationship between gross primary production and sun-induced chlorophyll fluorescence regulated by climate conditions during 2007–2018 Y. Wang et al. 10.1016/j.gecco.2021.e01721
- Global Assimilation of Remotely Sensed Leaf Area Index: The Impact of Updating More State Variables Within a Land Surface Model A. Rahman et al. 10.3389/frwa.2021.789352
- Increased productivity of temperate vegetation in the preceding year drives early spring phenology in the subsequent year in northern China Q. Zhang et al. 10.1016/j.scitotenv.2023.166676
- Functionally Assembled Terrestrial Ecosystem Simulator (FATES) for Hurricane Disturbance and Recovery M. Shi et al. 10.1029/2023MS003679
- CARDAMOM-FluxVal version 1.0: a FLUXNET-based validation system for CARDAMOM carbon and water flux estimates Y. Yang et al. 10.5194/gmd-15-1789-2022
- Impacts of Land Use Change and Atmospheric CO2 on Gross Primary Productivity (GPP), Evaporation, and Climate in Southern Amazon L. Rezende et al. 10.1029/2021JD034608
- Assimilation of Global Satellite Leaf Area Estimates Reduces Modeled Global Carbon Uptake and Energy Loss by Terrestrial Ecosystems A. Fox et al. 10.1029/2022JG006830
- Improving the spatial and temporal estimation of ecosystem respiration using multi-source data and machine learning methods in a rainfed winter wheat cropland R. Lu et al. 10.1016/j.scitotenv.2023.161967
- Quantifying the role of ozone-caused damage to vegetation in the Earth system: a new parameterization scheme for photosynthetic and stomatal responses F. Li et al. 10.5194/gmd-17-6173-2024
- COS-derived GPP relationships with temperature and light help explain high-latitude atmospheric CO 2 seasonal cycle amplification L. Hu et al. 10.1073/pnas.2103423118
- Technical note: A view from space on global flux towers by MODIS and Landsat: the FluxnetEO data set S. Walther et al. 10.5194/bg-19-2805-2022
- A Spatially Downscaled TROPOMI SIF Product at 0.005° Resolution With Bias Correction J. Hu et al. 10.1109/JSTARS.2024.3433371
- A consistent budgeting of terrestrial carbon fluxes L. Dorgeist et al. 10.1038/s41467-024-51126-x
- Cross-biome synthesis of source versus sink limits to tree growth A. Cabon et al. 10.1126/science.abm4875
- Machine learning estimates of eddy covariance carbon flux in a scrub in the Mexican highland A. Guevara-Escobar et al. 10.5194/bg-18-367-2021
- Contrasting Regional Carbon Cycle Responses to Seasonal Climate Anomalies Across the East‐West Divide of Temperate North America B. Byrne et al. 10.1029/2020GB006598
- Improving global gross primary productivity estimation by fusing multi-source data products Y. Zhang & A. Ye 10.1016/j.heliyon.2022.e09153
- Climate drivers of the variations of vegetation productivity in India A. Verma et al. 10.1088/1748-9326/ac7c7f
- Recent Advances and Challenges in Monitoring and Modeling Non-Growing Season Carbon Dioxide Fluxes from the Arctic Boreal Zone K. Arndt et al. 10.1007/s40641-023-00190-4
- Soil Respiration Phenology Improves Modeled Phase of Terrestrial net Ecosystem Exchange in Northern Hemisphere K. Endsley et al. 10.1029/2021MS002804
- Bridge to the future: Important lessons from 20 years of ecosystem observations made by the OzFlux network J. Beringer et al. 10.1111/gcb.16141
- Assessing Model Predictions of Carbon Dynamics in Global Drylands D. Fawcett et al. 10.3389/fenvs.2022.790200
- How the CMIP6 climate models project the historical terrestrial GPP in China C. Zhang et al. 10.1002/joc.7834
- Ideas and perspectives: Beyond model evaluation – combining experiments and models to advance terrestrial ecosystem science S. Caldararu et al. 10.5194/bg-20-3637-2023
- Decoupling of greenness and gross primary productivity as aridity decreases Z. Hu et al. 10.1016/j.rse.2022.113120
- Widespread temporal and spatial variability in net ecosystem productivity under climate change H. Huang et al. 10.1016/j.oneear.2024.01.008
- A dataset of carbon flux components of typical terrestrial ecosystems in Asian region (1990–2015) Z. CHEN et al. 10.11922/csdata.2020.0060.zh
- Very high-resolution Net Ecosystem Exchange over India using Vegetation Photosynthesis and Respiration Model (VPRM) simulations A. Raju et al. 10.1016/j.ecolmodel.2023.110340
- Do State‐Of‐The‐Art Atmospheric CO2 Inverse Models Capture Drought Impacts on the European Land Carbon Uptake? W. He et al. 10.1029/2022MS003150
- CO2 exchange of the ecosystem–atmosphere in a mountain forest ecosystem: Combining stable carbon isotope (δ13C) and soil respiration measurements H. Li et al. 10.1016/j.ecolind.2022.108947
- Carbon uptake in Eurasian boreal forests dominates the high‐latitude net ecosystem carbon budget J. Watts et al. 10.1111/gcb.16553
- Emerging signals of declining forest resilience under climate change G. Forzieri et al. 10.1038/s41586-022-04959-9
- Hydroclimatic extremes contribute to asymmetric trends in ecosystem productivity loss J. Li et al. 10.1038/s43247-023-00869-4
- Paddy rice methane emissions across Monsoon Asia Z. Ouyang et al. 10.1016/j.rse.2022.113335
- The Impact of Crop Rotation and Spatially Varying Crop Parameters in the E3SM Land Model (ELMv2) E. Sinha et al. 10.1029/2022JG007187
- 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
- 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
- Machine learning-based investigation of forest evapotranspiration, net ecosystem productivity, water use efficiency and their climate controls at meteorological station level H. Shi et al. 10.1016/j.jhydrol.2024.131811
- Impacts of extreme summers on European ecosystems: a comparative analysis of 2003, 2010 and 2018 A. Bastos et al. 10.1098/rstb.2019.0507
- Winter greening on the Tibetan Plateau induced by climate warming over 2000-2021 J. Lv et al. 10.1016/j.foreco.2024.121796
- Global water use efficiency saturation due to increased vapor pressure deficit F. Li et al. 10.1126/science.adf5041
- Technical note: Flagging inconsistencies in flux tower data M. Jung et al. 10.5194/bg-21-1827-2024
- 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
- Observed impacts of large wind farms on grassland carbon cycling D. Wu et al. 10.1016/j.scib.2023.10.016
- Tropical extreme droughts drive long-term increase in atmospheric CO2 growth rate variability X. Luo & T. Keenan 10.1038/s41467-022-28824-5
- Improving E3SM Land Model Photosynthesis Parameterization via Satellite SIF, Machine Learning, and Surrogate Modeling A. Chen et al. 10.1029/2022MS003135
- Reviews and syntheses: Remotely sensed optical time series for monitoring vegetation productivity L. Kooistra et al. 10.5194/bg-21-473-2024
- Resolving heterogeneous fluxes from tundra halves the growing season carbon budget S. Ludwig et al. 10.5194/bg-21-1301-2024
- Autumn cooling paused increased CO2 release in central Eurasia M. Kondo et al. 10.1038/s41558-023-01625-4
- 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
- Quantifying the impacts of land cover change on gross primary productivity globally A. Krause et al. 10.1038/s41598-022-23120-0
- Spatial Patterns of Vegetation Activity Related to ENSO in Northern South America L. Estupinan‐Suarez et al. 10.1029/2022JG007344
- Substantial Organic and Particulate Nitrogen and Phosphorus Export from Geomorphologically Stable African Tropical Forest Landscapes S. Baumgartner et al. 10.1007/s10021-022-00773-6
- Ideas and perspectives: enhancing the impact of the FLUXNET network of eddy covariance sites D. Papale 10.5194/bg-17-5587-2020
- Satellite-based solar-induced fluorescence tracks seasonal and elevational patterns of photosynthesis in California’s Sierra Nevada mountains L. Kunik et al. 10.1088/1748-9326/ad07b4
- Spatiotemporal Variability of Gross Primary Productivity in Türkiye: A Multi-Source and Multi-Method Assessment E. Başakın et al. 10.3390/rs16111994
- How Well Do We Understand the Land‐Ocean‐Atmosphere Carbon Cycle? D. Crisp et al. 10.1029/2021RG000736
- Characterizing crop productivity under heat stress using MODIS data P. Lai et al. 10.1016/j.agrformet.2024.110116
- Global patterns of tree wood density H. Yang et al. 10.1111/gcb.17224
- 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
- Modeling Global Vegetation Gross Primary Productivity, Transpiration and Hyperspectral Canopy Radiative Transfer Simultaneously Using a Next Generation Land Surface Model—CliMA Land Y. Wang et al. 10.1029/2021MS002964
- Increased photosynthesis during spring drought in energy-limited ecosystems D. Miller et al. 10.1038/s41467-023-43430-9
- 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
- Global synchronous increase in light-saturated and peak vegetation productivity K. Huang & J. Xia 10.1016/j.fmre.2024.09.001
- Global apparent temperature sensitivity of terrestrial carbon turnover modulated by hydrometeorological factors N. Fan et al. 10.1038/s41561-022-01074-2
- 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
- Random Forest Development and Modeling of Gross Primary Productivity in the Hudson Bay Lowlands J. Beaver et al. 10.1080/07038992.2024.2355937
- Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities C. Persello et al. 10.1109/MGRS.2021.3136100
- Spatial pattern and attribution of ecosystem drought recovery in China T. Wu et al. 10.1016/j.jhydrol.2024.131578
- Ecological restoration and rising CO2enhance the carbon sink, counteracting climate change in northeastern China B. Huang et al. 10.1088/1748-9326/ac3871
- Interannual and Seasonal Drivers of Carbon Cycle Variability Represented by the Community Earth System Model (CESM2) W. Wieder et al. 10.1029/2021GB007034
- 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
- Multi-year observations reveal a larger than expected autumn respiration signal across northeast Eurasia B. Byrne et al. 10.5194/bg-19-4779-2022
- Solar-Induced Chlorophyll Fluorescence (SIF): Towards a Better Understanding of Vegetation Dynamics and Carbon Uptake in Arctic-Boreal Ecosystems R. Cheng 10.1007/s40641-024-00194-8
- The potential of urban irrigation for counteracting carbon-climate feedback P. Li et al. 10.1038/s41467-024-46826-3
- The fate and transit time of carbon in a tropical forest C. Sierra et al. 10.1111/1365-2745.13723
- Remote‐Sensing Derived Trends in Gross Primary Production Explain Increases in the CO2 Seasonal Cycle Amplitude L. He et al. 10.1029/2021GB007220
- 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
- The impacts of modelling prescribed vs. dynamic land cover in a high-CO2 future scenario – greening of the Arctic and Amazonian dieback S. Kou-Giesbrecht et al. 10.5194/bg-21-3339-2024
- A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research D. Montero et al. 10.1038/s41597-023-02096-0
- Increase in gross primary production of boreal forests balanced out by increase in ecosystem respiration J. Pulliainen et al. 10.1016/j.rse.2024.114376
- Projected Rainfall‐Driven Expansion of Woody Cover in African Drylands W. Zhang et al. 10.1029/2023GL103932
- Implications of the steady-state assumption for the global vegetation carbon turnover N. Fan et al. 10.1088/1748-9326/acfb22
- Historically inconsistent productivity and respiration fluxes in the global terrestrial carbon cycle J. Jian et al. 10.1038/s41467-022-29391-5
- 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
- Variability and uncertainty in flux-site-scale net ecosystem exchange simulations based on machine learning and remote sensing: a systematic evaluation H. Shi et al. 10.5194/bg-19-3739-2022
- A Radiation-Regulated Dynamic Maximum Light Use Efficiency for Improving Gross Primary Productivity Estimation Z. Xie et al. 10.3390/rs15051176
- On the Potential of Sentinel-2 for Estimating Gross Primary Production D. Pabon-Moreno et al. 10.1109/TGRS.2022.3152272
- 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
- Eddy covariance fluxes over managed ecosystems extrapolated to field scales at fine spatial resolutions S. Zhu et al. 10.1016/j.agrformet.2023.109675
- Tracking Global Patterns of Drought‐Induced Productivity Loss Along Severity Gradient Y. Wang et al. 10.1029/2021JG006753
- Improving Global Gross Primary Productivity Estimation by Fusing Multi-Source Data Products Y. Zhang & A. Ye 10.2139/ssrn.3978981
- 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
- Variation of gross primary productivity dominated by leaf area index in significantly greening area X. Chen et al. 10.1007/s11442-023-2151-5
- Modeling gross primary production and transpiration from sun-induced chlorophyll fluorescence using a mechanistic light-response approach Q. Beauclaire et al. 10.1016/j.rse.2024.114150
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al. 10.5194/bg-17-6393-2020
- Evolution of light use efficiency models: Improvement, uncertainties, and implications Y. Pei et al. 10.1016/j.agrformet.2022.108905
- 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
- Ideas and perspectives: Allocation of carbon from net primary production in models is inconsistent with observations of the age of respired carbon C. Sierra et al. 10.5194/bg-19-3727-2022
- Continuity of Global MODIS Terrestrial Primary Productivity Estimates in the VIIRS Era Using Model‐Data Fusion K. Endsley et al. 10.1029/2023JG007457
- Regional estimates of gross primary production applying the Process-Based Model 3D-CMCC-FEM vs. Remote-Sensing multiple datasets D. Dalmonech et al. 10.1080/22797254.2023.2301657
- Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5 L. Birch et al. 10.5194/gmd-14-3361-2021
- Evidence and attribution of the enhanced land carbon sink S. Ruehr et al. 10.1038/s43017-023-00456-3
- Improved representation of plant physiology in the JULES-vn5.6 land surface model: photosynthesis, stomatal conductance and thermal acclimation R. Oliver et al. 10.5194/gmd-15-5567-2022
- Vegetation canopy structure mediates the response of gross primary production to environmental drivers across multiple temporal scales Y. Zheng et al. 10.1016/j.scitotenv.2024.170439
- 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
- Assessment of Carbon Productivity Trends and Their Resilience to Drought Disturbances in the Middle East Based on Multi-Decadal Space-Based Datasets K. Alsafadi et al. 10.3390/rs14246237
- Regional and seasonal partitioning of water and temperature controls on global land carbon uptake variability K. Wang et al. 10.1038/s41467-022-31175-w
- Climate‐Driven Variability and Trends in Plant Productivity Over Recent Decades Based on Three Global Products M. O'Sullivan et al. 10.1029/2020GB006613
- Accurate Simulation of Both Sensitivity and Variability for Amazonian Photosynthesis: Is It Too Much to Ask? S. Gallup et al. 10.1029/2021MS002555
- Cropland Net Ecosystem Exchange Estimation for the Inland Pampas (Argentina) Using EVI, Land Cover Maps, and Eddy Covariance Fluxes U. Marconato et al. 10.3389/fsoil.2022.903544
- Effects of Land Cover Change on Vegetation Carbon Source/Sink in Arid Terrestrial Ecosystems of Northwest China, 2001–2018 H. Tu et al. 10.3390/rs15092471
- Constraining biospheric carbon dioxide fluxes by combined top-down and bottom-up approaches S. Upton et al. 10.5194/acp-24-2555-2024
- 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
- Investigating the temporal lag and accumulation effect of climatic factors on vegetation photosynthetic activity over subtropical China J. Liang et al. 10.1016/j.ecolind.2024.112406
- Soil respiration strongly offsets carbon uptake in Alaska and Northwest Canada J. Watts et al. 10.1088/1748-9326/ac1222
- Towards an ensemble-based evaluation of land surface models in light of uncertain forcings and observations V. Arora et al. 10.5194/bg-20-1313-2023
- BESSv2.0: A satellite-based and coupled-process model for quantifying long-term global land–atmosphere fluxes B. Li et al. 10.1016/j.rse.2023.113696
- Effects of Low Temperature on the Relationship between Solar-Induced Chlorophyll Fluorescence and Gross Primary Productivity across Different Plant Function Types J. Chen et al. 10.3390/rs14153716
- The weekly cycle of photosynthesis in Europe reveals the negative impact of particulate pollution on ecosystem productivity L. He et al. 10.1073/pnas.2306507120
- UFLUX-GPP: A Cost-Effective Framework for Quantifying Daily Terrestrial Ecosystem Carbon Uptake Using Satellite Data S. Zhu et al. 10.1109/TGRS.2024.3439333
- Mapping turnover of dissolved organic carbon in global topsoil Z. Guo et al. 10.1016/j.scitotenv.2023.167621
- Tipping point in North American Arctic-Boreal carbon sink persists in new generation Earth system models despite reduced uncertainty R. Braghiere et al. 10.1088/1748-9326/acb226
- Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods W. Zhu et al. 10.1080/15481603.2024.2318846
- Simulation of ecosystem fluxes with the SCOPE model: Sensitivity to parametrization and evaluation with flux tower observations E. Prikaziuk et al. 10.1016/j.rse.2022.113324
- Greening-induced increase in evapotranspiration over Eurasia offset by CO2-induced vegetational stomatal closure X. Zhang et al. 10.1088/1748-9326/ac3532
- Improved Estimation of the Gross Primary Production of Europe by Considering the Spatial and Temporal Changes in Photosynthetic Capacity from 2001 to 2016 Q. Wu et al. 10.3390/rs15051172
- 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
- Net ecosystem exchange (NEE) estimates 2006–2019 over Europe from a pre-operational ensemble-inversion system S. Munassar et al. 10.5194/acp-22-7875-2022
- Using automated machine learning for the upscaling of gross primary productivity M. Gaber et al. 10.5194/bg-21-2447-2024
- Carbon dioxide fertilization enhanced carbon sink offset by climate change and land use in Amazonia on a centennial scale B. Chen et al. 10.1016/j.scitotenv.2024.176903
- Validation of terrestrial biogeochemistry in CMIP6 Earth system models: a review L. Spafford & A. MacDougall 10.5194/gmd-14-5863-2021
- Assessing the effectiveness of a central flux tower in representing the spatial variations in gross primary productivity in a semi-arid pine forest H. Wang et al. 10.1016/j.agrformet.2023.109415
- Contrasting responses of vegetation productivity to intraseasonal rainfall in Earth system models B. Harris et al. 10.5194/esd-15-1019-2024
- Divergent historical GPP trends among state-of-the-art multi-model simulations and satellite-based products R. Yang et al. 10.5194/esd-13-833-2022
- 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
- Upscaling Wetland Methane Emissions From the FLUXNET‐CH4 Eddy Covariance Network (UpCH4 v1.0): Model Development, Network Assessment, and Budget Comparison G. McNicol et al. 10.1029/2023AV000956
- Interannual Variability of Summer Net Ecosystem CO2 Exchange in High Arctic Tundra C. Braybrook et al. 10.1029/2020JG006094
- Inland Water Greenhouse Gas Budgets for RECCAP2: 2. Regionalization and Homogenization of Estimates R. Lauerwald et al. 10.1029/2022GB007658
- Overcoming barriers to enable convergence research by integrating ecological and climate sciences: the NCAR–NEON system Version 1 D. Lombardozzi et al. 10.5194/gmd-16-5979-2023
- Increasing terrestrial ecosystem carbon release in response to autumn cooling and warming R. Tang et al. 10.1038/s41558-022-01304-w
- 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 CO2outpaces losses from permafrost and plant respiration on the Tibetan Plateau D. Wei et al. 10.1073/pnas.2015283118
- The biological basis for using optical signals to track evergreen needleleaf photosynthesis Z. Pierrat et al. 10.1093/biosci/biad116
- Rapidly changing high-latitude seasonality: implications for the 21st century carbon cycle in Alaska I. Shirley et al. 10.1088/1748-9326/ac4362
- Inferring causal relations from observational long-term carbon and water fluxes records E. Díaz et al. 10.1038/s41598-022-05377-7
- Reply to: Autumn cooling paused increased net CO2 release in central Eurasia R. Tang & B. He 10.1038/s41558-023-01626-3
- A novel approach for retrieving GPP of evergreen forest regions of India using random forest regression D. Sarkar et al. 10.1016/j.rsase.2023.101116
- 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
- Research into land atmosphere interactions supports the sustainable development agenda G. Hayman et al. 10.1017/sus.2024.3
- Serious underestimation of reduced carbon uptake due to vegetation compound droughts J. Song et al. 10.1038/s41612-024-00571-y
- 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
- Improving global gross primary productivity estimation using two-leaf light use efficiency model by considering various environmental factors via machine learning Z. Li et al. 10.1016/j.scitotenv.2024.176673
- Towards neural Earth system modelling by integrating artificial intelligence in Earth system science C. Irrgang et al. 10.1038/s42256-021-00374-3
- Spatial and temporal variations of gross primary production simulated by land surface model BCC_AVIM2.0 W. Li et al. 10.1016/j.accre.2023.02.001
- Sun-induced fluorescence as a proxy for primary productivity across vegetation types and climates M. Pickering et al. 10.5194/bg-19-4833-2022
- Evaluating nitrogen cycling in terrestrial biosphere models: a disconnect between the carbon and nitrogen cycles S. Kou-Giesbrecht et al. 10.5194/esd-14-767-2023
- Revisiting and attributing the global controls over terrestrial ecosystem functions of climate and plant traits at FLUXNET sites via causal graphical models H. Shi et al. 10.5194/bg-20-2727-2023
- A decrease in the age of respired carbon from the terrestrial biosphere and increase in the asymmetry of its distribution C. Sierra et al. 10.1098/rsta.2022.0200
- A 1 km Global Carbon Flux Dataset Using In Situ Measurements and Deep Learning W. Shangguan et al. 10.3390/f14050913
- Interannual variations and trends of gross primary production and transpiration of four mature deciduous broadleaf forest sites during 2000–2020 L. Pan et al. 10.1016/j.rse.2024.114042
- Responses of vegetation greenness and carbon cycle to extreme droughts in China Y. Deng et al. 10.1016/j.agrformet.2020.108307
- Interannual variation of terrestrial carbon cycle: Issues and perspectives S. Piao et al. 10.1111/gcb.14884
- Methodological advancement in deriving primary productivity and ecosystem respiration fluxes across different biomes A. Ravi et al. 10.1016/j.mex.2024.102773
- Vegetation Index‐Based Models Without Meteorological Constraints Underestimate the Impact of Drought on Gross Primary Productivity X. Chen et al. 10.1029/2023JG007499
- Direct measurement forest carbon protocol: a commercial system-of-systems to incentivize forest restoration and management B. Marino et al. 10.7717/peerj.8891
- Estimating carbon emissions from thermal power plants based on thermal characteristics K. Li et al. 10.1016/j.jag.2024.103768
338 citations as recorded by crossref.
- Global evaluation of the Ecosystem Demography model (ED v3.0) L. Ma et al. 10.5194/gmd-15-1971-2022
- Towards an increasingly biased view on Arctic change E. López-Blanco et al. 10.1038/s41558-023-01903-1
- Improving predictions of evapotranspiration by integrating multi-source observations and land surface model X. He et al. 10.1016/j.agwat.2022.107827
- An emergent constraint on the thermal sensitivity of photosynthesis and greenness in the high latitude northern forests J. Liu & P. Wennberg 10.1038/s41598-024-56362-1
- Machine learning models inaccurately predict current and future high-latitude C balances I. Shirley et al. 10.1088/1748-9326/acacb2
- ECLand: The ECMWF Land Surface Modelling System S. Boussetta et al. 10.3390/atmos12060723
- Temporal Error Correlations in a Terrestrial Carbon Cycle Model Derived by Comparison to Carbon Dioxide Eddy Covariance Flux Tower Measurements D. Wesloh et al. 10.1029/2023JG007526
- Principles for satellite monitoring of vegetation carbon uptake I. Prentice et al. 10.1038/s43017-024-00601-6
- A global surface CO2 flux dataset (2015–2022) inferred from OCO-2 retrievals using the GONGGA inversion system Z. Jin et al. 10.5194/essd-16-2857-2024
- Are Terrestrial Biosphere Models Fit for Simulating the Global Land Carbon Sink? C. Seiler et al. 10.1029/2021MS002946
- Solar-induced chlorophyll fluorescence sheds light on global evapotranspiration Q. Zhang et al. 10.1016/j.rse.2024.114061
- Uncertainty and sensitivity analysis of modeling plant CO2 exchange in the built environment P. Li & Z. Wang 10.1016/j.buildenv.2020.107539
- Vegetation growth due to CO2 fertilization is threatened by increasing vapor pressure deficit S. Li et al. 10.1016/j.jhydrol.2023.129292
- Projected decline in the strength of vegetation carbon sequestration under climate change in India V. Bejagam et al. 10.1016/j.scitotenv.2024.170166
- Triple collocation-based merging of multi-source gridded evapotranspiration data in the Nordic Region X. Li et al. 10.1016/j.agrformet.2023.109451
- Recent Seasonal Variations in Ecosystem Water Use Efficiency in China's Key Tropical‐Subtropical Transitional Zones in Response to Climate Change L. Liu et al. 10.1029/2022GB007635
- Terrestrial vegetation carbon sink analysis and driving mechanism identification in the Qinghai-Tibet Plateau S. Dong et al. 10.1016/j.jenvman.2024.121158
- Uniform upscaling techniques for eddy covariance FLUXes (UFLUX) S. Zhu et al. 10.1080/01431161.2024.2312266
- Improving the Gross Primary Production Estimate by Merging and Downscaling Based on Deep Learning J. Lu et al. 10.3390/f14061201
- From Ecosystem Observation to Environmental Decision-Making: Model-Data Fusion as an Operational Tool T. Smallman et al. 10.3389/ffgc.2021.818661
- Global prediction of gross primary productivity under future climate change Q. Lu et al. 10.1016/j.scitotenv.2023.169239
- Improved Global Gross Primary Productivity Estimation by Considering Canopy Nitrogen Concentrations and Multiple Environmental Factors H. Zhang et al. 10.3390/rs15030698
- Modelling and attributing growing season GPP change by improving Budyko's limitation framework in the inland river basin of Northwestern China X. Chang et al. 10.1016/j.agrformet.2024.110139
- Evaluation of Ecosystem Water Use Efficiency Based on Coupled and Uncoupled Remote Sensing Products for Maize and Soybean L. Huang et al. 10.3390/rs15204922
- Regional asymmetry in the response of global vegetation growth to springtime compound climate events J. Li et al. 10.1038/s43247-022-00455-0
- Accurate Estimation of Gross Primary Production of Paddy Rice Cropland with UAV Imagery-Driven Leaf Biochemical Model X. Hu et al. 10.3390/rs16203906
- An abrupt shift in gross primary productivity over Eastern China-Mongolia and its inter-model diversity in land surface models D. Lee et al. 10.1038/s41598-023-49763-1
- Parameter uncertainty dominates C-cycle forecast errors over most of Brazil for the 21st century T. Smallman et al. 10.5194/esd-12-1191-2021
- Spatiotemporal lagging of predictors improves machine learning estimates of atmosphere–forest CO2 exchange M. Kämäräinen et al. 10.5194/bg-20-897-2023
- PoolDilutionR: An R package for easy optimization of isotope pool dilution calculations K. Morris et al. 10.1111/2041-210X.14223
- The increasing rate of net carbon uptake in Eurasia has been declining since the early 2000s M. Xie et al. 10.1016/j.scitotenv.2024.176890
- Statistical upscaling of ecosystem CO2 fluxes across the terrestrial tundra and boreal domain: Regional patterns and uncertainties A. Virkkala et al. 10.1111/gcb.15659
- NIRVP: A robust structural proxy for sun-induced chlorophyll fluorescence and photosynthesis across scales B. Dechant et al. 10.1016/j.rse.2021.112763
- Drivers of Decadal Carbon Fluxes Across Temperate Ecosystems A. Desai et al. 10.1029/2022JG007014
- Exploring neuro-symbolic AI applications in geoscience: implications and future directions for mineral prediction W. Chen et al. 10.1007/s12145-024-01278-7
- Trend in seasonal amplitude of northern net ecosystem production: Simulated results from IAP DGVM in CAS-ESM2 J. Zhu & X. Zeng 10.1016/j.aosl.2023.100445
- Science to Commerce: A Commercial-Scale Protocol for Carbon Trading Applied to a 28-Year Record of Forest Carbon Monitoring at the Harvard Forest N. Bautista et al. 10.3390/land10020163
- Distinct response of gross primary productivity in five terrestrial biomes to precipitation variability F. Ritter et al. 10.1038/s43247-020-00034-1
- Inner Mongolia grasslands act as a weak regional carbon sink: A new estimation based on upscaling eddy covariance observations C. You et al. 10.1016/j.agrformet.2023.109719
- Land surface conductance linked to precipitation: Co‐evolution of vegetation and climate in Earth system models P. Franks et al. 10.1111/gcb.17188
- Partitioning gross primary production of a boreal forest among species and strata: A multi-method approach A. Vernay et al. 10.1016/j.agrformet.2023.109857
- Carbon cycle: ESP and UAV data processing approaches for forest ecosystem monitoring examples M. Platonova et al. 10.18303/2619-1563-2023-4-45
- Evaluating photosynthetic activity across Arctic-Boreal land cover types using solar-induced fluorescence R. Cheng et al. 10.1088/1748-9326/ac9dae
- 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
- 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
- Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement A. Agustí-Panareda et al. 10.1038/s41597-022-01228-2
- Evaluating the Performance of the Canadian Land Surface Scheme Including Biogeochemical Cycles (CLASSIC) Tailored to the Pan‐Canadian Domain S. Curasi et al. 10.1029/2022MS003480
- 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
- Assessing the Reliability of Global Carbon Flux Dataset Compared to Existing Datasets and Their Spatiotemporal Characteristics Z. Xiong et al. 10.3390/cli11100205
- 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
- Improved water use efficiency of vegetation due to carbon fertilization not translating to increased soil moisture in India A. Verma & S. Ghosh 10.1016/j.jhydrol.2024.131890
- Biome-scale temperature sensitivity of ecosystem respiration revealed by atmospheric CO2 observations W. Sun et al. 10.1038/s41559-023-02093-x
- 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
- Practical Guide to Measuring Wetland Carbon Pools and Fluxes S. Bansal et al. 10.1007/s13157-023-01722-2
- Retrieval of solar-induced chlorophyll fluorescence (SIF) from satellite measurements: comparison of SIF between TanSat and OCO-2 L. Yao et al. 10.5194/amt-15-2125-2022
- An end-to-end satellite-based GPP estimation model devoid of meteorological and land cover data W. Zhu et al. 10.1016/j.agrformet.2023.109337
- Evaluating gross primary productivity over 9 ChinaFlux sites based on random forest regression models, remote sensing, and eddy covariance data X. Chang et al. 10.1016/j.scitotenv.2023.162601
- Contrasting Trends in Water Use Efficiency of the Alpine Grassland in Tibetan Plateau N. Ma & Y. Zhang 10.1029/2022JD036919
- Learning extreme vegetation response to climate drivers with recurrent neural networks F. Martinuzzi et al. 10.5194/npg-31-535-2024
- Importance of the memory effect for assessing interannual variation in net ecosystem exchange W. Liu et al. 10.1016/j.agrformet.2023.109691
- Modelling changes in vegetation productivity and carbon balance under future climate scenarios in southeastern Australia B. Wang et al. 10.1016/j.scitotenv.2024.171748
- 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
- Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing M. Xie et al. 10.1038/s41597-023-02473-9
- Carbon sequestration and CO2 flux in six plant species in vertical greenery systems L. Pan et al. 10.1007/s11252-024-01620-3
- Improved dryland carbon flux predictions with explicit consideration of water-carbon coupling M. Barnes et al. 10.1038/s43247-021-00308-2
- Revealing how intra- and inter-annual variability of carbon uptake (GPP) affects wood cell biomass in an eastern white pine forest P. Puchi et al. 10.1088/1748-9326/acb2df
- 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
- Mutual inhibition effects of elevated CO2 and climate change on global forest GPP Y. Ji et al. 10.1016/j.envres.2024.119145
- Responding time scales of vegetation production to extreme droughts over China Y. Deng et al. 10.1016/j.ecolind.2022.108630
- The Impact of Climate Forcing Biases and the Nitrogen Cycle on Land Carbon Balance Projections C. Seiler et al. 10.1029/2023MS003749
- Hybrid modeling of evapotranspiration: inferring stomatal and aerodynamic resistances using combined physics-based and machine learning R. ElGhawi et al. 10.1088/1748-9326/acbbe0
- Increasing global ecosystem respiration between 1982 and 2015 from Earth observation‐based modelling T. Tagesson et al. 10.1111/geb.13775
- A dataset of carbon and water fluxes in the sample plots of natural regeneration at Puding Station of Guizhou Province (2015–2019) Y. WANG et al. 10.11922/11-6035.csd.2023.0063.zh
- Soil moisture–atmosphere feedback dominates land carbon uptake variability V. Humphrey et al. 10.1038/s41586-021-03325-5
- Capturing the spatiotemporal variations in the gross primary productivity in coastal wetlands by integrating eddy covariance, Landsat, and MODIS satellite data: A case study in the Yangtze Estuary, China Z. Yang et al. 10.1016/j.ecolind.2023.110154
- Carbon flux variation and associated biomass energy storage economic value implications in the Dinghushan Biosphere Reserve B. Njoroge et al. 10.1016/j.jclepro.2022.134274
- Carbon cycle responses to climate change across China's terrestrial ecosystem: Sensitivity and driving process K. Jiao et al. 10.1016/j.scitotenv.2024.170053
- Predicting spatiotemporal variability in radial tree growth at the continental scale with machine learning P. Bodesheim et al. 10.1017/eds.2022.8
- Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models P. Reyes-Muñoz et al. 10.1016/j.rse.2024.114072
- Persistent and enhanced carbon sequestration capacity of alpine grasslands on Earth’s Third Pole Y. Wang et al. 10.1126/sciadv.ade6875
- Development and evaluation of the interactive Model for Air Pollution and Land Ecosystems (iMAPLE) version 1.0 X. Yue et al. 10.5194/gmd-17-4621-2024
- Time‐Scale Dependent Relations Between Earth Observation Based Proxies of Vegetation Productivity N. Linscheid et al. 10.1029/2021GL093285
- 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
- Causal hybrid modeling with double machine learning—applications in carbon flux modeling K. Cohrs et al. 10.1088/2632-2153/ad5a60
- 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
- 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
- Towards hybrid modeling of the global hydrological cycle B. Kraft et al. 10.5194/hess-26-1579-2022
- Improving regional climate simulations based on a hybrid data assimilation and machine learning method X. He et al. 10.5194/hess-27-1583-2023
- Knowledge-guided machine learning can improve carbon cycle quantification in agroecosystems L. Liu et al. 10.1038/s41467-023-43860-5
- Dryland Ecosystems of the Sudano-Sahel: A Vegetation Model Perspective W. Verbruggen 10.1163/2031356X-35010012
- A simple approach to enhance the TROPOMI solar-induced chlorophyll fluorescence product by combining with canopy reflected radiation at near-infrared band X. Liu et al. 10.1016/j.rse.2022.113341
- 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
- Estimating Global GPP From the Plant Functional Type Perspective Using a Machine Learning Approach R. Guo et al. 10.1029/2022JG007100
- 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
- CO 2 fertilization of terrestrial photosynthesis inferred from site to global scales C. Chen et al. 10.1073/pnas.2115627119
- Soil respiration–driven CO 2 pulses dominate Australia’s flux variability E. Metz et al. 10.1126/science.add7833
- Midwest US Croplands Determine Model Divergence in North American Carbon Fluxes W. Sun et al. 10.1029/2020AV000310
- Spatial variations in terrestrial net ecosystem productivity and its local indicators E. Cui et al. 10.5194/bg-17-6237-2020
- Terrestrial photosynthesis inferred from plant carbonyl sulfide uptake J. Lai et al. 10.1038/s41586-024-08050-3
- Impact of temperature and water availability on microwave-derived gross primary production I. Teubner et al. 10.5194/bg-18-3285-2021
- MetaFlux: Meta-learning global carbon fluxes from sparse spatiotemporal observations J. Nathaniel et al. 10.1038/s41597-023-02349-y
- A multi-objective optimization framework for regional land-use allocation: Fully utilizing terrestrial vegetation to mitigate carbon emissions N. Wang et al. 10.1016/j.jclepro.2024.144058
- Representativeness assessment of the pan-Arctic eddy covariance site network and optimized future enhancements M. Pallandt et al. 10.5194/bg-19-559-2022
- Causal inference reveals the dominant role of interannual variability of carbon sinks in complicated environmental-terrestrial ecosystems C. Dang et al. 10.1016/j.rse.2024.114300
- Explainable Machine Learning Confirms the Global Terrestrial CO2 Fertilization Effect From Space S. Zhu et al. 10.1109/LGRS.2023.3298373
- Spatial variations and mechanisms for the stability of terrestrial carbon sink in China K. Wang et al. 10.1007/s11430-021-1003-5
- Global datasets of hourly carbon and water fluxes simulated using a satellite-based process model with dynamic parameterizations J. Leng et al. 10.5194/essd-16-1283-2024
- Analysing far-red SIF directional anisotropy of three structurally contrasting forest canopies towards improved GPP estimation W. Liu et al. 10.1016/j.agrformet.2023.109531
- Representation of Leaf‐to‐Canopy Radiative Transfer Processes Improves Simulation of Far‐Red Solar‐Induced Chlorophyll Fluorescence in the Community Land Model Version 5 R. Li et al. 10.1029/2021MS002747
- Global Patterns and Climate Controls of Terrestrial Ecosystem Light Use Efficiency S. Tang et al. 10.1029/2020JG005908
- Machine learning methods for assessing photosynthetic activity: environmental monitoring applications S. Khruschev et al. 10.1007/s12551-022-00982-2
- Carbon and Water Fluxes of the Boreal Evergreen Needleleaf Forest Biome Constrained by Assimilating Ecosystem Carbonyl Sulfide Flux Observations C. Abadie et al. 10.1029/2023JG007407
- Joint improvement on absorbed photosynthetically active radiation and intrinsic quantum yield efficiency algorithms in the P model betters the estimate of terrestrial gross primary productivity Z. Zhang et al. 10.1016/j.agrformet.2023.109883
- Assimilation of passive microwave vegetation optical depth in LDAS-Monde: a case study over the continental USA A. Mucia et al. 10.5194/bg-19-2557-2022
- Mapping Chinese annual gross primary productivity with eddy covariance measurements and machine learning X. Zhu et al. 10.1016/j.scitotenv.2022.159390
- The CO2 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
- 中国陆地生态系统碳汇稳定性的空间分布特征及驱动机制 锴. 王 et al. 10.1360/N072021-0345
- The Orbiting Carbon Observatory-2 (OCO-2) and in situ CO2 data suggest a larger seasonal amplitude of the terrestrial carbon cycle compared to many dynamic global vegetation models R. Lei et al. 10.1016/j.rse.2024.114326
- Partitioning eddy covariance CO2 fluxes into ecosystem respiration and gross primary productivity through a new hybrid four sub-deep neural network H. Chen et al. 10.1016/j.agee.2023.108810
- 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
- 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
- Evaluating Northern Hemisphere Growing Season Net Carbon Flux in Climate Models Using Aircraft Observations M. Loechli et al. 10.1029/2022GB007520
- Gross primary productivity of terrestrial ecosystems: a review of observations, remote sensing, and modelling studies over South Asia V. Pandey et al. 10.1007/s00704-024-05158-4
- 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
- Near-real-time CO2 fluxes from CarbonTracker Europe for high-resolution atmospheric modeling A. van der Woude et al. 10.5194/essd-15-579-2023
- Temporal variability of observed and simulated gross primary productivity, modulated by vegetation state and hydrometeorological drivers J. De Pue et al. 10.5194/bg-20-4795-2023
- Emergent Climatic Controls on Soil Carbon Turnover and Its Variability in Warm Climates H. Huang et al. 10.1029/2023GL105291
- Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity A. Bastos et al. 10.1126/sciadv.aba2724
- A 2001–2022 global gross primary productivity dataset using an ensemble model based on the random forest method X. Chen et al. 10.5194/bg-21-4285-2024
- Elevation-dependent pattern of net CO2 uptake across China D. Wei et al. 10.1038/s41467-024-46930-4
- Wetting-warming climate increases ecosystem carbon use efficiency of Chinese arid and semi-arid ecosystem Y. Sun et al. 10.1016/j.agrformet.2024.110018
- Machine learning algorithms improve MODIS GPP estimates in United States croplands D. Menefee et al. 10.3389/frsen.2023.1240895
- Global Carbon Fluxes Using Multioutput Gaussian Processes Regression and MODIS Products M. Campos-Taberner et al. 10.1109/JSTARS.2024.3413184
- 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
- Assimilating Sentinel-2 data in a modified vegetation photosynthesis and respiration model (VPRM) to improve the simulation of croplands CO2 fluxes in Europe H. Bazzi et al. 10.1016/j.jag.2024.103666
- Incorporating Spatial Autocorrelation into GPP Estimation Using Eigenvector Spatial Filtering R. Xu et al. 10.3390/f15071198
- The Diurnal Dynamics of Gross Primary Productivity Using Observations From the Advanced Baseline Imager on the Geostationary Operational Environmental Satellite‐R Series at an Oak Savanna Ecosystem A. Khan et al. 10.1029/2021JG006701
- Water Stress Dominates 21st‐Century Tropical Land Carbon Uptake P. Levine et al. 10.1029/2023GB007702
- A boreal forest model benchmarking dataset for North America: a case study with the Canadian Land Surface Scheme Including Biogeochemical Cycles (CLASSIC) B. Qu et al. 10.1088/1748-9326/ace376
- The optimal applications of scPDSI and SPEI in characterizing meteorological drought, agricultural drought and terrestrial water availability on a global scale Q. Liu et al. 10.1016/j.scitotenv.2024.175933
- 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
- Machine learning-based global maps of ecological variables and the challenge of assessing them H. Meyer & E. Pebesma 10.1038/s41467-022-29838-9
- CO2 fertilization is spatially distinct from stomatal conductance reduction in controlling ecosystem water-use efficiency increase X. Zhang et al. 10.1088/1748-9326/ac6c9c
- Empirical upscaling of OzFlux eddy covariance for high-resolution monitoring of terrestrial carbon uptake in Australia C. Burton et al. 10.5194/bg-20-4109-2023
- 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
- Artificial intelligence for geoscience: Progress, challenges, and perspectives T. Zhao et al. 10.1016/j.xinn.2024.100691
- Comparing the use of all data or specific subsets for training machine learning models in hydrology: A case study of evapotranspiration prediction H. Shi et al. 10.1016/j.jhydrol.2023.130399
- ERA5-Land: a state-of-the-art global reanalysis dataset for land applications J. Muñoz-Sabater et al. 10.5194/essd-13-4349-2021
- 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
- Gap-filling carbon dioxide, water, energy, and methane fluxes in challenging ecosystems: Comparing between methods, drivers, and gap-lengths S. Zhu et al. 10.1016/j.agrformet.2023.109365
- Comparative Analysis of Two Machine Learning Algorithms in Predicting Site-Level Net Ecosystem Exchange in Major Biomes J. Liu et al. 10.3390/rs13122242
- Error characterization of global land evapotranspiration products: Collocation-based approach C. Li et al. 10.1016/j.jhydrol.2022.128102
- Interannual variability in the Australian carbon cycle over 2015–2019, based on assimilation of Orbiting Carbon Observatory-2 (OCO-2) satellite data Y. Villalobos et al. 10.5194/acp-22-8897-2022
- Aircraft Measurements of Tropospheric CO2 in the North China Plain in Autumn and Winter of 2018–2019 H. Zhang et al. 10.3390/atmos14121835
- Benchmarking large-scale evapotranspiration estimates: A perspective from a calibration-free complementary relationship approach and FLUXCOM N. Ma et al. 10.1016/j.jhydrol.2020.125221
- Improving CLM5.0 Biomass and Carbon Exchange Across the Western United States Using a Data Assimilation System B. Raczka et al. 10.1029/2020MS002421
- Observed increasing light-use efficiency of terrestrial gross primary productivity Z. Liu et al. 10.1016/j.agrformet.2024.110269
- Siberian 2020 heatwave increased spring CO2 uptake but not annual CO2 uptake M. Kwon et al. 10.1088/1748-9326/ac358b
- MODIS-based modeling of evapotranspiration from woody vegetation supported by root-zone water storage G. Cui et al. 10.1016/j.rse.2024.114000
- Emergent constraints on historical and future global gross primary productivity X. Chen et al. 10.1111/gcb.17479
- Modeling Global Carbon Costs of Plant Nitrogen and Phosphorus Acquisition R. Braghiere et al. 10.1029/2022MS003204
- Estimation of Net Ecosystem Productivity on the Tibetan Plateau Grassland from 1982 to 2018 Based on Random Forest Model J. Zheng et al. 10.3390/rs15092375
- Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks G. Tramontana et al. 10.1111/gcb.15203
- The spatial heterogeneity of the relationship between gross primary production and sun-induced chlorophyll fluorescence regulated by climate conditions during 2007–2018 Y. Wang et al. 10.1016/j.gecco.2021.e01721
- Global Assimilation of Remotely Sensed Leaf Area Index: The Impact of Updating More State Variables Within a Land Surface Model A. Rahman et al. 10.3389/frwa.2021.789352
- Increased productivity of temperate vegetation in the preceding year drives early spring phenology in the subsequent year in northern China Q. Zhang et al. 10.1016/j.scitotenv.2023.166676
- Functionally Assembled Terrestrial Ecosystem Simulator (FATES) for Hurricane Disturbance and Recovery M. Shi et al. 10.1029/2023MS003679
- CARDAMOM-FluxVal version 1.0: a FLUXNET-based validation system for CARDAMOM carbon and water flux estimates Y. Yang et al. 10.5194/gmd-15-1789-2022
- Impacts of Land Use Change and Atmospheric CO2 on Gross Primary Productivity (GPP), Evaporation, and Climate in Southern Amazon L. Rezende et al. 10.1029/2021JD034608
- Assimilation of Global Satellite Leaf Area Estimates Reduces Modeled Global Carbon Uptake and Energy Loss by Terrestrial Ecosystems A. Fox et al. 10.1029/2022JG006830
- Improving the spatial and temporal estimation of ecosystem respiration using multi-source data and machine learning methods in a rainfed winter wheat cropland R. Lu et al. 10.1016/j.scitotenv.2023.161967
- Quantifying the role of ozone-caused damage to vegetation in the Earth system: a new parameterization scheme for photosynthetic and stomatal responses F. Li et al. 10.5194/gmd-17-6173-2024
- COS-derived GPP relationships with temperature and light help explain high-latitude atmospheric CO 2 seasonal cycle amplification L. Hu et al. 10.1073/pnas.2103423118
- Technical note: A view from space on global flux towers by MODIS and Landsat: the FluxnetEO data set S. Walther et al. 10.5194/bg-19-2805-2022
- A Spatially Downscaled TROPOMI SIF Product at 0.005° Resolution With Bias Correction J. Hu et al. 10.1109/JSTARS.2024.3433371
- A consistent budgeting of terrestrial carbon fluxes L. Dorgeist et al. 10.1038/s41467-024-51126-x
- Cross-biome synthesis of source versus sink limits to tree growth A. Cabon et al. 10.1126/science.abm4875
- Machine learning estimates of eddy covariance carbon flux in a scrub in the Mexican highland A. Guevara-Escobar et al. 10.5194/bg-18-367-2021
- Contrasting Regional Carbon Cycle Responses to Seasonal Climate Anomalies Across the East‐West Divide of Temperate North America B. Byrne et al. 10.1029/2020GB006598
- Improving global gross primary productivity estimation by fusing multi-source data products Y. Zhang & A. Ye 10.1016/j.heliyon.2022.e09153
- Climate drivers of the variations of vegetation productivity in India A. Verma et al. 10.1088/1748-9326/ac7c7f
- Recent Advances and Challenges in Monitoring and Modeling Non-Growing Season Carbon Dioxide Fluxes from the Arctic Boreal Zone K. Arndt et al. 10.1007/s40641-023-00190-4
- Soil Respiration Phenology Improves Modeled Phase of Terrestrial net Ecosystem Exchange in Northern Hemisphere K. Endsley et al. 10.1029/2021MS002804
- Bridge to the future: Important lessons from 20 years of ecosystem observations made by the OzFlux network J. Beringer et al. 10.1111/gcb.16141
- Assessing Model Predictions of Carbon Dynamics in Global Drylands D. Fawcett et al. 10.3389/fenvs.2022.790200
- How the CMIP6 climate models project the historical terrestrial GPP in China C. Zhang et al. 10.1002/joc.7834
- Ideas and perspectives: Beyond model evaluation – combining experiments and models to advance terrestrial ecosystem science S. Caldararu et al. 10.5194/bg-20-3637-2023
- Decoupling of greenness and gross primary productivity as aridity decreases Z. Hu et al. 10.1016/j.rse.2022.113120
- Widespread temporal and spatial variability in net ecosystem productivity under climate change H. Huang et al. 10.1016/j.oneear.2024.01.008
- A dataset of carbon flux components of typical terrestrial ecosystems in Asian region (1990–2015) Z. CHEN et al. 10.11922/csdata.2020.0060.zh
- Very high-resolution Net Ecosystem Exchange over India using Vegetation Photosynthesis and Respiration Model (VPRM) simulations A. Raju et al. 10.1016/j.ecolmodel.2023.110340
- Do State‐Of‐The‐Art Atmospheric CO2 Inverse Models Capture Drought Impacts on the European Land Carbon Uptake? W. He et al. 10.1029/2022MS003150
- CO2 exchange of the ecosystem–atmosphere in a mountain forest ecosystem: Combining stable carbon isotope (δ13C) and soil respiration measurements H. Li et al. 10.1016/j.ecolind.2022.108947
- Carbon uptake in Eurasian boreal forests dominates the high‐latitude net ecosystem carbon budget J. Watts et al. 10.1111/gcb.16553
- Emerging signals of declining forest resilience under climate change G. Forzieri et al. 10.1038/s41586-022-04959-9
- Hydroclimatic extremes contribute to asymmetric trends in ecosystem productivity loss J. Li et al. 10.1038/s43247-023-00869-4
- Paddy rice methane emissions across Monsoon Asia Z. Ouyang et al. 10.1016/j.rse.2022.113335
- The Impact of Crop Rotation and Spatially Varying Crop Parameters in the E3SM Land Model (ELMv2) E. Sinha et al. 10.1029/2022JG007187
- 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
- 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
- Machine learning-based investigation of forest evapotranspiration, net ecosystem productivity, water use efficiency and their climate controls at meteorological station level H. Shi et al. 10.1016/j.jhydrol.2024.131811
- Impacts of extreme summers on European ecosystems: a comparative analysis of 2003, 2010 and 2018 A. Bastos et al. 10.1098/rstb.2019.0507
- Winter greening on the Tibetan Plateau induced by climate warming over 2000-2021 J. Lv et al. 10.1016/j.foreco.2024.121796
- Global water use efficiency saturation due to increased vapor pressure deficit F. Li et al. 10.1126/science.adf5041
- Technical note: Flagging inconsistencies in flux tower data M. Jung et al. 10.5194/bg-21-1827-2024
- 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
- Observed impacts of large wind farms on grassland carbon cycling D. Wu et al. 10.1016/j.scib.2023.10.016
- Tropical extreme droughts drive long-term increase in atmospheric CO2 growth rate variability X. Luo & T. Keenan 10.1038/s41467-022-28824-5
- Improving E3SM Land Model Photosynthesis Parameterization via Satellite SIF, Machine Learning, and Surrogate Modeling A. Chen et al. 10.1029/2022MS003135
- Reviews and syntheses: Remotely sensed optical time series for monitoring vegetation productivity L. Kooistra et al. 10.5194/bg-21-473-2024
- Resolving heterogeneous fluxes from tundra halves the growing season carbon budget S. Ludwig et al. 10.5194/bg-21-1301-2024
- Autumn cooling paused increased CO2 release in central Eurasia M. Kondo et al. 10.1038/s41558-023-01625-4
- 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
- Quantifying the impacts of land cover change on gross primary productivity globally A. Krause et al. 10.1038/s41598-022-23120-0
- Spatial Patterns of Vegetation Activity Related to ENSO in Northern South America L. Estupinan‐Suarez et al. 10.1029/2022JG007344
- Substantial Organic and Particulate Nitrogen and Phosphorus Export from Geomorphologically Stable African Tropical Forest Landscapes S. Baumgartner et al. 10.1007/s10021-022-00773-6
- Ideas and perspectives: enhancing the impact of the FLUXNET network of eddy covariance sites D. Papale 10.5194/bg-17-5587-2020
- Satellite-based solar-induced fluorescence tracks seasonal and elevational patterns of photosynthesis in California’s Sierra Nevada mountains L. Kunik et al. 10.1088/1748-9326/ad07b4
- Spatiotemporal Variability of Gross Primary Productivity in Türkiye: A Multi-Source and Multi-Method Assessment E. Başakın et al. 10.3390/rs16111994
- How Well Do We Understand the Land‐Ocean‐Atmosphere Carbon Cycle? D. Crisp et al. 10.1029/2021RG000736
- Characterizing crop productivity under heat stress using MODIS data P. Lai et al. 10.1016/j.agrformet.2024.110116
- Global patterns of tree wood density H. Yang et al. 10.1111/gcb.17224
- 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
- Modeling Global Vegetation Gross Primary Productivity, Transpiration and Hyperspectral Canopy Radiative Transfer Simultaneously Using a Next Generation Land Surface Model—CliMA Land Y. Wang et al. 10.1029/2021MS002964
- Increased photosynthesis during spring drought in energy-limited ecosystems D. Miller et al. 10.1038/s41467-023-43430-9
- 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
- Global synchronous increase in light-saturated and peak vegetation productivity K. Huang & J. Xia 10.1016/j.fmre.2024.09.001
- Global apparent temperature sensitivity of terrestrial carbon turnover modulated by hydrometeorological factors N. Fan et al. 10.1038/s41561-022-01074-2
- 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
- Random Forest Development and Modeling of Gross Primary Productivity in the Hudson Bay Lowlands J. Beaver et al. 10.1080/07038992.2024.2355937
- Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities C. Persello et al. 10.1109/MGRS.2021.3136100
- Spatial pattern and attribution of ecosystem drought recovery in China T. Wu et al. 10.1016/j.jhydrol.2024.131578
- Ecological restoration and rising CO2enhance the carbon sink, counteracting climate change in northeastern China B. Huang et al. 10.1088/1748-9326/ac3871
- Interannual and Seasonal Drivers of Carbon Cycle Variability Represented by the Community Earth System Model (CESM2) W. Wieder et al. 10.1029/2021GB007034
- 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
- Multi-year observations reveal a larger than expected autumn respiration signal across northeast Eurasia B. Byrne et al. 10.5194/bg-19-4779-2022
- Solar-Induced Chlorophyll Fluorescence (SIF): Towards a Better Understanding of Vegetation Dynamics and Carbon Uptake in Arctic-Boreal Ecosystems R. Cheng 10.1007/s40641-024-00194-8
- The potential of urban irrigation for counteracting carbon-climate feedback P. Li et al. 10.1038/s41467-024-46826-3
- The fate and transit time of carbon in a tropical forest C. Sierra et al. 10.1111/1365-2745.13723
- Remote‐Sensing Derived Trends in Gross Primary Production Explain Increases in the CO2 Seasonal Cycle Amplitude L. He et al. 10.1029/2021GB007220
- 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
- The impacts of modelling prescribed vs. dynamic land cover in a high-CO2 future scenario – greening of the Arctic and Amazonian dieback S. Kou-Giesbrecht et al. 10.5194/bg-21-3339-2024
- A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research D. Montero et al. 10.1038/s41597-023-02096-0
- Increase in gross primary production of boreal forests balanced out by increase in ecosystem respiration J. Pulliainen et al. 10.1016/j.rse.2024.114376
- Projected Rainfall‐Driven Expansion of Woody Cover in African Drylands W. Zhang et al. 10.1029/2023GL103932
- Implications of the steady-state assumption for the global vegetation carbon turnover N. Fan et al. 10.1088/1748-9326/acfb22
- Historically inconsistent productivity and respiration fluxes in the global terrestrial carbon cycle J. Jian et al. 10.1038/s41467-022-29391-5
- 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
- Variability and uncertainty in flux-site-scale net ecosystem exchange simulations based on machine learning and remote sensing: a systematic evaluation H. Shi et al. 10.5194/bg-19-3739-2022
- A Radiation-Regulated Dynamic Maximum Light Use Efficiency for Improving Gross Primary Productivity Estimation Z. Xie et al. 10.3390/rs15051176
- On the Potential of Sentinel-2 for Estimating Gross Primary Production D. Pabon-Moreno et al. 10.1109/TGRS.2022.3152272
- 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
- Eddy covariance fluxes over managed ecosystems extrapolated to field scales at fine spatial resolutions S. Zhu et al. 10.1016/j.agrformet.2023.109675
- Tracking Global Patterns of Drought‐Induced Productivity Loss Along Severity Gradient Y. Wang et al. 10.1029/2021JG006753
- Improving Global Gross Primary Productivity Estimation by Fusing Multi-Source Data Products Y. Zhang & A. Ye 10.2139/ssrn.3978981
- 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
- Variation of gross primary productivity dominated by leaf area index in significantly greening area X. Chen et al. 10.1007/s11442-023-2151-5
- Modeling gross primary production and transpiration from sun-induced chlorophyll fluorescence using a mechanistic light-response approach Q. Beauclaire et al. 10.1016/j.rse.2024.114150
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al. 10.5194/bg-17-6393-2020
- Evolution of light use efficiency models: Improvement, uncertainties, and implications Y. Pei et al. 10.1016/j.agrformet.2022.108905
- 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
- Ideas and perspectives: Allocation of carbon from net primary production in models is inconsistent with observations of the age of respired carbon C. Sierra et al. 10.5194/bg-19-3727-2022
- Continuity of Global MODIS Terrestrial Primary Productivity Estimates in the VIIRS Era Using Model‐Data Fusion K. Endsley et al. 10.1029/2023JG007457
- Regional estimates of gross primary production applying the Process-Based Model 3D-CMCC-FEM vs. Remote-Sensing multiple datasets D. Dalmonech et al. 10.1080/22797254.2023.2301657
- Addressing biases in Arctic–boreal carbon cycling in the Community Land Model Version 5 L. Birch et al. 10.5194/gmd-14-3361-2021
- Evidence and attribution of the enhanced land carbon sink S. Ruehr et al. 10.1038/s43017-023-00456-3
- Improved representation of plant physiology in the JULES-vn5.6 land surface model: photosynthesis, stomatal conductance and thermal acclimation R. Oliver et al. 10.5194/gmd-15-5567-2022
- Vegetation canopy structure mediates the response of gross primary production to environmental drivers across multiple temporal scales Y. Zheng et al. 10.1016/j.scitotenv.2024.170439
- 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
- Assessment of Carbon Productivity Trends and Their Resilience to Drought Disturbances in the Middle East Based on Multi-Decadal Space-Based Datasets K. Alsafadi et al. 10.3390/rs14246237
- Regional and seasonal partitioning of water and temperature controls on global land carbon uptake variability K. Wang et al. 10.1038/s41467-022-31175-w
- Climate‐Driven Variability and Trends in Plant Productivity Over Recent Decades Based on Three Global Products M. O'Sullivan et al. 10.1029/2020GB006613
- Accurate Simulation of Both Sensitivity and Variability for Amazonian Photosynthesis: Is It Too Much to Ask? S. Gallup et al. 10.1029/2021MS002555
- Cropland Net Ecosystem Exchange Estimation for the Inland Pampas (Argentina) Using EVI, Land Cover Maps, and Eddy Covariance Fluxes U. Marconato et al. 10.3389/fsoil.2022.903544
- Effects of Land Cover Change on Vegetation Carbon Source/Sink in Arid Terrestrial Ecosystems of Northwest China, 2001–2018 H. Tu et al. 10.3390/rs15092471
- Constraining biospheric carbon dioxide fluxes by combined top-down and bottom-up approaches S. Upton et al. 10.5194/acp-24-2555-2024
- 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
- Investigating the temporal lag and accumulation effect of climatic factors on vegetation photosynthetic activity over subtropical China J. Liang et al. 10.1016/j.ecolind.2024.112406
- Soil respiration strongly offsets carbon uptake in Alaska and Northwest Canada J. Watts et al. 10.1088/1748-9326/ac1222
- Towards an ensemble-based evaluation of land surface models in light of uncertain forcings and observations V. Arora et al. 10.5194/bg-20-1313-2023
- BESSv2.0: A satellite-based and coupled-process model for quantifying long-term global land–atmosphere fluxes B. Li et al. 10.1016/j.rse.2023.113696
- Effects of Low Temperature on the Relationship between Solar-Induced Chlorophyll Fluorescence and Gross Primary Productivity across Different Plant Function Types J. Chen et al. 10.3390/rs14153716
- The weekly cycle of photosynthesis in Europe reveals the negative impact of particulate pollution on ecosystem productivity L. He et al. 10.1073/pnas.2306507120
- UFLUX-GPP: A Cost-Effective Framework for Quantifying Daily Terrestrial Ecosystem Carbon Uptake Using Satellite Data S. Zhu et al. 10.1109/TGRS.2024.3439333
- Mapping turnover of dissolved organic carbon in global topsoil Z. Guo et al. 10.1016/j.scitotenv.2023.167621
- Tipping point in North American Arctic-Boreal carbon sink persists in new generation Earth system models despite reduced uncertainty R. Braghiere et al. 10.1088/1748-9326/acb226
- Remote sensing of terrestrial gross primary productivity: a review of advances in theoretical foundation, key parameters and methods W. Zhu et al. 10.1080/15481603.2024.2318846
- Simulation of ecosystem fluxes with the SCOPE model: Sensitivity to parametrization and evaluation with flux tower observations E. Prikaziuk et al. 10.1016/j.rse.2022.113324
- Greening-induced increase in evapotranspiration over Eurasia offset by CO2-induced vegetational stomatal closure X. Zhang et al. 10.1088/1748-9326/ac3532
- Improved Estimation of the Gross Primary Production of Europe by Considering the Spatial and Temporal Changes in Photosynthetic Capacity from 2001 to 2016 Q. Wu et al. 10.3390/rs15051172
- 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
- Net ecosystem exchange (NEE) estimates 2006–2019 over Europe from a pre-operational ensemble-inversion system S. Munassar et al. 10.5194/acp-22-7875-2022
- Using automated machine learning for the upscaling of gross primary productivity M. Gaber et al. 10.5194/bg-21-2447-2024
- Carbon dioxide fertilization enhanced carbon sink offset by climate change and land use in Amazonia on a centennial scale B. Chen et al. 10.1016/j.scitotenv.2024.176903
- Validation of terrestrial biogeochemistry in CMIP6 Earth system models: a review L. Spafford & A. MacDougall 10.5194/gmd-14-5863-2021
- Assessing the effectiveness of a central flux tower in representing the spatial variations in gross primary productivity in a semi-arid pine forest H. Wang et al. 10.1016/j.agrformet.2023.109415
- Contrasting responses of vegetation productivity to intraseasonal rainfall in Earth system models B. Harris et al. 10.5194/esd-15-1019-2024
- Divergent historical GPP trends among state-of-the-art multi-model simulations and satellite-based products R. Yang et al. 10.5194/esd-13-833-2022
- 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
- Upscaling Wetland Methane Emissions From the FLUXNET‐CH4 Eddy Covariance Network (UpCH4 v1.0): Model Development, Network Assessment, and Budget Comparison G. McNicol et al. 10.1029/2023AV000956
- Interannual Variability of Summer Net Ecosystem CO2 Exchange in High Arctic Tundra C. Braybrook et al. 10.1029/2020JG006094
- Inland Water Greenhouse Gas Budgets for RECCAP2: 2. Regionalization and Homogenization of Estimates R. Lauerwald et al. 10.1029/2022GB007658
- Overcoming barriers to enable convergence research by integrating ecological and climate sciences: the NCAR–NEON system Version 1 D. Lombardozzi et al. 10.5194/gmd-16-5979-2023
- Increasing terrestrial ecosystem carbon release in response to autumn cooling and warming R. Tang et al. 10.1038/s41558-022-01304-w
- 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 CO2outpaces losses from permafrost and plant respiration on the Tibetan Plateau D. Wei et al. 10.1073/pnas.2015283118
- The biological basis for using optical signals to track evergreen needleleaf photosynthesis Z. Pierrat et al. 10.1093/biosci/biad116
- Rapidly changing high-latitude seasonality: implications for the 21st century carbon cycle in Alaska I. Shirley et al. 10.1088/1748-9326/ac4362
- Inferring causal relations from observational long-term carbon and water fluxes records E. Díaz et al. 10.1038/s41598-022-05377-7
- Reply to: Autumn cooling paused increased net CO2 release in central Eurasia R. Tang & B. He 10.1038/s41558-023-01626-3
- A novel approach for retrieving GPP of evergreen forest regions of India using random forest regression D. Sarkar et al. 10.1016/j.rsase.2023.101116
- 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
- Research into land atmosphere interactions supports the sustainable development agenda G. Hayman et al. 10.1017/sus.2024.3
- Serious underestimation of reduced carbon uptake due to vegetation compound droughts J. Song et al. 10.1038/s41612-024-00571-y
- 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
- Improving global gross primary productivity estimation using two-leaf light use efficiency model by considering various environmental factors via machine learning Z. Li et al. 10.1016/j.scitotenv.2024.176673
- Towards neural Earth system modelling by integrating artificial intelligence in Earth system science C. Irrgang et al. 10.1038/s42256-021-00374-3
- Spatial and temporal variations of gross primary production simulated by land surface model BCC_AVIM2.0 W. Li et al. 10.1016/j.accre.2023.02.001
- Sun-induced fluorescence as a proxy for primary productivity across vegetation types and climates M. Pickering et al. 10.5194/bg-19-4833-2022
- Evaluating nitrogen cycling in terrestrial biosphere models: a disconnect between the carbon and nitrogen cycles S. Kou-Giesbrecht et al. 10.5194/esd-14-767-2023
- Revisiting and attributing the global controls over terrestrial ecosystem functions of climate and plant traits at FLUXNET sites via causal graphical models H. Shi et al. 10.5194/bg-20-2727-2023
- A decrease in the age of respired carbon from the terrestrial biosphere and increase in the asymmetry of its distribution C. Sierra et al. 10.1098/rsta.2022.0200
- A 1 km Global Carbon Flux Dataset Using In Situ Measurements and Deep Learning W. Shangguan et al. 10.3390/f14050913
- Interannual variations and trends of gross primary production and transpiration of four mature deciduous broadleaf forest sites during 2000–2020 L. Pan et al. 10.1016/j.rse.2024.114042
- Responses of vegetation greenness and carbon cycle to extreme droughts in China Y. Deng et al. 10.1016/j.agrformet.2020.108307
5 citations as recorded by crossref.
- Interannual variation of terrestrial carbon cycle: Issues and perspectives S. Piao et al. 10.1111/gcb.14884
- Methodological advancement in deriving primary productivity and ecosystem respiration fluxes across different biomes A. Ravi et al. 10.1016/j.mex.2024.102773
- Vegetation Index‐Based Models Without Meteorological Constraints Underestimate the Impact of Drought on Gross Primary Productivity X. Chen et al. 10.1029/2023JG007499
- Direct measurement forest carbon protocol: a commercial system-of-systems to incentivize forest restoration and management B. Marino et al. 10.7717/peerj.8891
- Estimating carbon emissions from thermal power plants based on thermal characteristics K. Li et al. 10.1016/j.jag.2024.103768
Latest update: 20 Nov 2024
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...
Altmetrics
Final-revised paper
Preprint