Reviews and syntheses 16 Mar 2020
Reviews and syntheses | 16 Mar 2020
Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach
Martin Jung et al.
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Cited
35 citations as recorded by crossref.
- 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
- 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
- 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
- Evaluating two soil carbon models within the global land surface model JSBACH using surface and spaceborne observations of atmospheric CO<sub>2</sub> T. Thum et al. 10.5194/bg-17-5721-2020
- Technical note: A high-resolution inverse modelling technique for estimating surface CO<sub>2</sub> fluxes based on the NIES-TM–FLEXPART coupled transport model and its adjoint S. Maksyutov et al. 10.5194/acp-21-1245-2021
- Ideas and perspectives: enhancing the impact of the FLUXNET network of eddy covariance sites D. Papale 10.5194/bg-17-5587-2020
- Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks G. Tramontana et al. 10.1111/gcb.15203
- Uncertainty and sensitivity analysis of modeling plant CO2 exchange in the built environment P. Li & Z. Wang 10.1016/j.buildenv.2020.107539
- 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
- Observational Constraints on the Response of High‐Latitude Northern Forests to Warming J. Liu et al. 10.1029/2020AV000228
- 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
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al. 10.5194/bg-17-6393-2020
- Tracking the seasonal and inter-annual variations of global gross primary production during last four decades using satellite near-infrared reflectance data S. Wang et al. 10.1016/j.scitotenv.2020.142569
- Evaluation of earth system model and atmospheric inversion using total column CO2 observations from GOSAT and OCO-2 P. Patra et al. 10.1186/s40645-021-00420-z
- Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity A. Bastos et al. 10.1126/sciadv.aba2724
- 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
- The climate benefit of carbon sequestration C. Sierra et al. 10.5194/bg-18-1029-2021
- An Observation‐Driven Approach to Improve Vegetation Phenology in a Global Land Surface Model J. Kolassa et al. 10.1029/2020MS002083
- 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
- Apparent ecosystem carbon turnover time: uncertainties and robust features N. Fan et al. 10.5194/essd-12-2517-2020
- Climate‐Driven Variability and Trends in Plant Productivity Over Recent Decades Based on Three Global Products M. O'Sullivan et al. 10.1029/2020GB006613
- Spatial variations in terrestrial net ecosystem productivity and its local indicators E. Cui et al. 10.5194/bg-17-6237-2020
- 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
- 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
- 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
- Satellite-based reflectances capture large fraction of variability in global gross primary production (GPP) at weekly time scales J. Joiner & Y. Yoshida 10.1016/j.agrformet.2020.108092
- Distinct response of gross primary productivity in five terrestrial biomes to precipitation variability F. Ritter et al. 10.1038/s43247-020-00034-1
- Impacts of extreme summers on European ecosystems: a comparative analysis of 2003, 2010 and 2018 A. Bastos et al. 10.1098/rstb.2019.0507
- Soil moisture–atmosphere feedback dominates land carbon uptake variability V. Humphrey et al. 10.1038/s41586-021-03325-5
- Global Patterns and Climate Controls of Terrestrial Ecosystem Light Use Efficiency S. Tang et al. 10.1029/2020JG005908
- Responses of vegetation greenness and carbon cycle to extreme droughts in China Y. Deng et al. 10.1016/j.agrformet.2020.108307
- 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
- Direct measurement forest carbon protocol: a commercial system-of-systems to incentivize forest restoration and management B. Marino et al. 10.7717/peerj.8891
34 citations as recorded by crossref.
- 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
- 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
- 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
- Evaluating two soil carbon models within the global land surface model JSBACH using surface and spaceborne observations of atmospheric CO<sub>2</sub> T. Thum et al. 10.5194/bg-17-5721-2020
- Technical note: A high-resolution inverse modelling technique for estimating surface CO<sub>2</sub> fluxes based on the NIES-TM–FLEXPART coupled transport model and its adjoint S. Maksyutov et al. 10.5194/acp-21-1245-2021
- Ideas and perspectives: enhancing the impact of the FLUXNET network of eddy covariance sites D. Papale 10.5194/bg-17-5587-2020
- Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks G. Tramontana et al. 10.1111/gcb.15203
- Uncertainty and sensitivity analysis of modeling plant CO2 exchange in the built environment P. Li & Z. Wang 10.1016/j.buildenv.2020.107539
- 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
- Observational Constraints on the Response of High‐Latitude Northern Forests to Warming J. Liu et al. 10.1029/2020AV000228
- 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
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al. 10.5194/bg-17-6393-2020
- Tracking the seasonal and inter-annual variations of global gross primary production during last four decades using satellite near-infrared reflectance data S. Wang et al. 10.1016/j.scitotenv.2020.142569
- Evaluation of earth system model and atmospheric inversion using total column CO2 observations from GOSAT and OCO-2 P. Patra et al. 10.1186/s40645-021-00420-z
- Direct and seasonal legacy effects of the 2018 heat wave and drought on European ecosystem productivity A. Bastos et al. 10.1126/sciadv.aba2724
- 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
- The climate benefit of carbon sequestration C. Sierra et al. 10.5194/bg-18-1029-2021
- An Observation‐Driven Approach to Improve Vegetation Phenology in a Global Land Surface Model J. Kolassa et al. 10.1029/2020MS002083
- 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
- Apparent ecosystem carbon turnover time: uncertainties and robust features N. Fan et al. 10.5194/essd-12-2517-2020
- Climate‐Driven Variability and Trends in Plant Productivity Over Recent Decades Based on Three Global Products M. O'Sullivan et al. 10.1029/2020GB006613
- Spatial variations in terrestrial net ecosystem productivity and its local indicators E. Cui et al. 10.5194/bg-17-6237-2020
- 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
- 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
- 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
- Satellite-based reflectances capture large fraction of variability in global gross primary production (GPP) at weekly time scales J. Joiner & Y. Yoshida 10.1016/j.agrformet.2020.108092
- Distinct response of gross primary productivity in five terrestrial biomes to precipitation variability F. Ritter et al. 10.1038/s43247-020-00034-1
- Impacts of extreme summers on European ecosystems: a comparative analysis of 2003, 2010 and 2018 A. Bastos et al. 10.1098/rstb.2019.0507
- Soil moisture–atmosphere feedback dominates land carbon uptake variability V. Humphrey et al. 10.1038/s41586-021-03325-5
- Global Patterns and Climate Controls of Terrestrial Ecosystem Light Use Efficiency S. Tang et al. 10.1029/2020JG005908
- Responses of vegetation greenness and carbon cycle to extreme droughts in China Y. Deng et al. 10.1016/j.agrformet.2020.108307
- 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
Latest update: 20 Apr 2021
Short summary
We test the approach of producing global gridded carbon fluxes based on combining machine learning with local measurements, remote sensing and climate data. We show that we can reproduce seasonal variations in carbon assimilated by plants via photosynthesis and in ecosystem net carbon balance. The ecosystem’s mean carbon balance and carbon flux trends require cautious interpretation. The analysis paves the way for future improvements of the data-driven assessment of carbon fluxes.
We test the approach of producing global gridded carbon fluxes based on combining machine...
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