Articles | Volume 12, issue 5
https://doi.org/10.5194/bg-12-1299-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/bg-12-1299-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Constraining ecosystem carbon dynamics in a data-limited world: integrating ecological "common sense" in a model–data fusion framework
A. A. Bloom
CORRESPONDING AUTHOR
School of GeoSciences, University of Edinburgh, Edinburgh, UK
now at: Jet Propulsion Laboratory, California Institute of Technology, Pasadena, USA
M. Williams
School of GeoSciences, University of Edinburgh, Edinburgh, UK
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Cited
93 citations as recorded by crossref.
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- A Coupled Model of Hydraulic Eco‐Physiology and Cambial Growth — Accounting for Biophysical Limitations and Phenology Improves Stem Diameter Prediction at High Temporal Resolution C. Liu et al.
- Improved process representation of leaf phenology significantly shifts climate sensitivity of ecosystem carbon balance A. Norton et al.
- Evaluating carbon and water fluxes and stocks in Brazil under changing climate and refined regional scenarios for changes in land use A. Castro et al.
- Reanalysis in Earth System Science: Toward Terrestrial Ecosystem Reanalysis R. Baatz et al.
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- Evaluation of CMIP5 Earth System Models for the Spatial Patterns of Biomass and Soil Carbon Turnover Times and Their Linkage with Climate D. Wu et al.
- Fire decline in dry tropical ecosystems enhances decadal land carbon sink Y. Yin et al.
- Rainfall erosion of mountain environment and people flow planning of Leshan giant Buddha site based on big data GIS B. Zhu & J. Zhou
- Constraining DALECv2 using multiple data streams and ecological constraints: analysis and application S. Delahaies et al.
- Reliability ensemble averaging of 21st century projections of terrestrial net primary productivity reduces global and regional uncertainties J. Exbrayat et al.
- Simulation, calibration and validation protocols for the model 3D-CMCC-CNR-FEM: a case study in the Bonis’ watershed (Calabria, Italy) A. Collalti et al.
- Environment-sensitivity functions for gross primary productivity in light use efficiency models S. Bao et al.
- Plant Traits are Key Determinants in Buffering the Meteorological Sensitivity of Net Carbon Exchanges of Arctic Tundra E. López‐Blanco et al.
- Forecasting Responses of a Northern Peatland Carbon Cycle to Elevated CO2 and a Gradient of Experimental Warming J. Jiang et al.
- Dominant regions and drivers of the variability of the global land carbon sink across timescales X. Zhang et al.
- Biogeographic pattern of living vegetation carbon turnover time in mature forests across continents K. Yu et al.
- A comprehensive land-surface vegetation model for multi-stream data assimilation, D&B v1.0 W. Knorr et al.
- Global Carbon Budget 2023 P. Friedlingstein et al.
- Global evaluation of gross primary productivity in the JULES land surface model v3.4.1 D. Slevin et al.
- Optimizing the Isoprene Emission Model MEGAN With Satellite and Ground‐Based Observational Constraints C. DiMaria et al.
- Combining European Earth Observation products with Dynamic Global Vegetation Models for estimating Essential Biodiversity Variables M. Dantas de Paula et al.
- Reduced spatial heterogeneity of day-night temperature variability difference under global changes F. Liu et al.
- Unrevealing site-dependent relationship between solar-induced chlorophyll fluorescence and gross primary productivity using the terrestrial ecosystem carbon cycle simulator H. Liu et al.
- Evaluation of a Data Assimilation System for Land Surface Models Using CLM4.5 A. Fox et al.
- Parameterizing Lognormal state space models using moment matching J. Smith et al.
- Synthesis of the land carbon fluxes of the Amazon region between 2010 and 2020 T. Rosan et al.
- Accelerating rates of Arctic carbon cycling revealed by long-term atmospheric CO 2 measurements S. Jeong et al.
- Global satellite-driven estimates of heterotrophic respiration A. Konings et al.
- Assessing Ecosystem State Space Models: Identifiability and Estimation J. Smith et al.
- Evaluation of terrestrial pan-Arctic carbon cycling using a data-assimilation system E. López-Blanco et al.
- Modeling the Carbon Cycle of a Subtropical Chinese Fir Plantation Using a Multi-Source Data Fusion Approach L. Hu et al.
- Carbon Stocks and Fluxes in Kenyan Forests and Wooded Grasslands Derived from Earth Observation and Model-Data Fusion P. Rodríguez-Veiga et al.
- Underestimated ecosystem carbon turnover time and sequestration under the steady state assumption: A perspective from long‐term data assimilation R. Ge et al.
- Quantifying the UK's carbon dioxide flux: an atmospheric inverse modelling approach using a regional measurement network E. White et al.
- Reduced biomass burning emissions reconcile conflicting estimates of the post-2006 atmospheric methane budget J. Worden et al.
- Inverse Determination of the Influence of Fire on Vegetation Carbon Turnover in the Pantropics J. Exbrayat et al.
- Assimilation of repeated woody biomass observations constrains decadal ecosystem carbon cycle uncertainty in aggrading forests T. Smallman et al.
- A mid‐century ecological forecast with partitioned uncertainty predicts increases in loblolly pine forest productivity R. Thomas et al.
- The Land Variational Ensemble Data Assimilation Framework: LAVENDAR v1.0.0 E. Pinnington et al.
- Parameter uncertainty dominates C-cycle forecast errors over most of Brazil for the 21st century T. Smallman et al.
- The value of soil respiration measurements for interpreting and modeling terrestrial carbon cycling C. Phillips et al.
- Understanding the effect of disturbance from selective felling on the carbon dynamics of a managed woodland by combining observations with model predictions E. Pinnington et al.
- New constraints on biogenic emissions using satellite-based estimates of carbon monoxide fluxes H. Worden et al.
- A global wetland methane emissions and uncertainty dataset for atmospheric chemical transport models (WetCHARTs version 1.0) A. Bloom et al.
- Predicting spring phenology in deciduous broadleaf forests: NEON phenology forecasting community challenge K. Wheeler et al.
- Examining Interactions Between and Among Predictors of Net Ecosystem Exchange: A Machine Learning Approach in a Semi-arid Landscape Q. Zhou et al.
- Conditional interval reduction method: A possible new direction for the optimization of process based models R. Hollós et al.
- The carbon budget of the managed grasslands of Great Britain – informed by earth observations V. Myrgiotis et al.
- Response and biophysical regulation of carbon dioxide fluxes to climate variability and anomaly in contrasting ecosystems in northwestern Ohio, USA H. Chu et al.
- Global Carbon Budget 2024 P. Friedlingstein et al.
- Precipitation–fire functional interactions control biomass stocks and carbon exchanges across the world's largest savanna M. Williams et al.
- Investigating the role of prior and observation error correlations in improving a model forecast of forest carbon balance using Four-dimensional Variational data assimilation E. Pinnington et al.
- Impacts of reduced model complexity and driver resolution on cropland ecosystem photosynthesis estimates A. Revill et al.
- Scale variance in the carbon dynamics of fragmented, mixed-use landscapes estimated using model–data fusion D. Milodowski et al.
- Reference carbon cycle dataset for typical Chinese forests via colocated observations and data assimilation H. He et al.
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al.
- Simultaneous state-parameter estimation supports the evaluation of data assimilation performance and measurement design for soil-water-atmosphere-plant system S. Hu et al.
- GOLUM-CNP v1.0: a data-driven modeling of carbon, nitrogen and phosphorus cycles in major terrestrial biomes Y. Wang et al.
- Climate Sensitivities of Carbon Turnover Times in Soil and Vegetation: Understanding Their Effects on Forest Carbon Sequestration R. Ge et al.
- Predicting the abatement rates of soil organic carbon sequestration management in Western European vineyards using random forest regression F. Payen et al.
- A model-data fusion approach to analyse carbon dynamics in managed grasslands V. Myrgiotis et al.
- Inferring management and predicting sub-field scale C dynamics in UK grasslands using biogeochemical modelling and satellite-derived leaf area data V. Myrgiotis et al.
- Resolving temperature limitation on spring productivity in an evergreen conifer forest using a model–data fusion framework S. Stettz et al.
- Plant Water Uptake Thresholds Inferred From Satellite Soil Moisture M. Bassiouni et al.
- Predicting lymphatic filariasis elimination in data-limited settings: A reconstructive computational framework for combining data generation and model discovery M. Smith et al.
- From Ecosystem Observation to Environmental Decision-Making: Model-Data Fusion as an Operational Tool T. Smallman et al.
- Toward Robust Parameterizations in Ecosystem‐Level Photosynthesis Models S. Bao et al.
- Isolating the effects of land use and functional variation on Yucatán's forest biomass under global change S. George-Chacon et al.
- Assimilation of Remotely Sensed LAI Into CLM4CN Using DART X. Ling et al.
- Carbon Flux Variability From a Relatively Simple Ecosystem Model With Assimilated Data Is Consistent With Terrestrial Biosphere Model Estimates G. Quetin et al.
- Detection of hidden model errors by combining single and multi-criteria calibration T. Houska et al.
- The importance of physiological, structural and trait responses to drought stress in driving spatial and temporal variation in GPP across Amazon forests S. Flack-Prain et al.
- CARDAMOM-FluxVal version 1.0: a FLUXNET-based validation system for CARDAMOM carbon and water flux estimates Y. Yang et al.
- A long-term reconstruction of a global photosynthesis proxy over 1982–2023 J. Fang et al.
- Spring photosynthetic onset and net CO2 uptake in Alaska triggered by landscape thawing N. Parazoo et al.
- Greening of a boreal rich fen driven by CO2 fertilisation S. Thayamkottu et al.
- Determination of Region of Influence Obtained by Aircraft Vertical Profiles Using the Density of Trajectories from the HYSPLIT Model H. Cassol et al.
- The decadal state of the terrestrial carbon cycle: Global retrievals of terrestrial carbon allocation, pools, and residence times A. Bloom et al.
- Across‐model spread and shrinking in predicting peatland carbon dynamics under global change E. Hou et al.
- Hyperspectral surface reflectance improves GPP estimation in terrestrial biosphere modeling using model-data fusion H. Liu et al.
- Water Stress Dominates 21st‐Century Tropical Land Carbon Uptake P. Levine et al.
- Quantifying and Reducing Uncertainty in Global Carbon Cycle Predictions: Lessons and Perspectives From 15 Years of Data Assimilation Studies With the ORCHIDEE Terrestrial Biosphere Model N. MacBean et al.
- Leveraging 35 years of Pinus taeda research in the southeastern US to constrain forest carbon cycle predictions: regional data assimilation using ecosystem experiments R. Thomas et al.
- Consistent assimilation of multiple data streams in a carbon cycle data assimilation system N. MacBean et al.
- Evaluating two land surface models for Brazil using a full carbon cycle benchmark with uncertainties A. Caen et al.
- Challenges in Scaling Up Greenhouse Gas Fluxes: Experience From the UK Greenhouse Gas Emissions and Feedbacks Program P. Levy et al.
- Constraining a complex biogeochemical model for CO2 and N2O emission simulations from various land uses by model–data fusion T. Houska et al.
- Optimizing Carbon Cycle Parameters Drastically Improves Terrestrial Biosphere Model Underestimates of Dryland Mean Net CO2 Flux and its Inter‐Annual Variability K. Mahmud et al.
- Attributing Past Carbon Fluxes to CO2 and Climate Change: Respiration Response to CO2 Fertilization Shifts Regional Distribution of the Carbon Sink G. Quetin et al.
- Description and validation of an intermediate complexity model for ecosystem photosynthesis and evapotranspiration: ACM-GPP-ETv1 T. Smallman & M. Williams
- Optimal model complexity for terrestrial carbon cycle prediction C. Famiglietti et al.
- A decrease in the age of respired carbon from the terrestrial biosphere and increase in the asymmetry of its distribution C. Sierra et al.
93 citations as recorded by crossref.
- Lengthening vegetation carbon turnover time across China’s forests R. Ge et al.
- A Coupled Model of Hydraulic Eco‐Physiology and Cambial Growth — Accounting for Biophysical Limitations and Phenology Improves Stem Diameter Prediction at High Temporal Resolution C. Liu et al.
- Improved process representation of leaf phenology significantly shifts climate sensitivity of ecosystem carbon balance A. Norton et al.
- Evaluating carbon and water fluxes and stocks in Brazil under changing climate and refined regional scenarios for changes in land use A. Castro et al.
- Reanalysis in Earth System Science: Toward Terrestrial Ecosystem Reanalysis R. Baatz et al.
- Combining Process Modelling and LAI Observations to Diagnose Winter Wheat Nitrogen Status and Forecast Yield A. Revill et al.
- Evaluation of CMIP5 Earth System Models for the Spatial Patterns of Biomass and Soil Carbon Turnover Times and Their Linkage with Climate D. Wu et al.
- Fire decline in dry tropical ecosystems enhances decadal land carbon sink Y. Yin et al.
- Rainfall erosion of mountain environment and people flow planning of Leshan giant Buddha site based on big data GIS B. Zhu & J. Zhou
- Constraining DALECv2 using multiple data streams and ecological constraints: analysis and application S. Delahaies et al.
- Reliability ensemble averaging of 21st century projections of terrestrial net primary productivity reduces global and regional uncertainties J. Exbrayat et al.
- Simulation, calibration and validation protocols for the model 3D-CMCC-CNR-FEM: a case study in the Bonis’ watershed (Calabria, Italy) A. Collalti et al.
- Environment-sensitivity functions for gross primary productivity in light use efficiency models S. Bao et al.
- Plant Traits are Key Determinants in Buffering the Meteorological Sensitivity of Net Carbon Exchanges of Arctic Tundra E. López‐Blanco et al.
- Forecasting Responses of a Northern Peatland Carbon Cycle to Elevated CO2 and a Gradient of Experimental Warming J. Jiang et al.
- Dominant regions and drivers of the variability of the global land carbon sink across timescales X. Zhang et al.
- Biogeographic pattern of living vegetation carbon turnover time in mature forests across continents K. Yu et al.
- A comprehensive land-surface vegetation model for multi-stream data assimilation, D&B v1.0 W. Knorr et al.
- Global Carbon Budget 2023 P. Friedlingstein et al.
- Global evaluation of gross primary productivity in the JULES land surface model v3.4.1 D. Slevin et al.
- Optimizing the Isoprene Emission Model MEGAN With Satellite and Ground‐Based Observational Constraints C. DiMaria et al.
- Combining European Earth Observation products with Dynamic Global Vegetation Models for estimating Essential Biodiversity Variables M. Dantas de Paula et al.
- Reduced spatial heterogeneity of day-night temperature variability difference under global changes F. Liu et al.
- Unrevealing site-dependent relationship between solar-induced chlorophyll fluorescence and gross primary productivity using the terrestrial ecosystem carbon cycle simulator H. Liu et al.
- Evaluation of a Data Assimilation System for Land Surface Models Using CLM4.5 A. Fox et al.
- Parameterizing Lognormal state space models using moment matching J. Smith et al.
- Synthesis of the land carbon fluxes of the Amazon region between 2010 and 2020 T. Rosan et al.
- Accelerating rates of Arctic carbon cycling revealed by long-term atmospheric CO 2 measurements S. Jeong et al.
- Global satellite-driven estimates of heterotrophic respiration A. Konings et al.
- Assessing Ecosystem State Space Models: Identifiability and Estimation J. Smith et al.
- Evaluation of terrestrial pan-Arctic carbon cycling using a data-assimilation system E. López-Blanco et al.
- Modeling the Carbon Cycle of a Subtropical Chinese Fir Plantation Using a Multi-Source Data Fusion Approach L. Hu et al.
- Carbon Stocks and Fluxes in Kenyan Forests and Wooded Grasslands Derived from Earth Observation and Model-Data Fusion P. Rodríguez-Veiga et al.
- Underestimated ecosystem carbon turnover time and sequestration under the steady state assumption: A perspective from long‐term data assimilation R. Ge et al.
- Quantifying the UK's carbon dioxide flux: an atmospheric inverse modelling approach using a regional measurement network E. White et al.
- Reduced biomass burning emissions reconcile conflicting estimates of the post-2006 atmospheric methane budget J. Worden et al.
- Inverse Determination of the Influence of Fire on Vegetation Carbon Turnover in the Pantropics J. Exbrayat et al.
- Assimilation of repeated woody biomass observations constrains decadal ecosystem carbon cycle uncertainty in aggrading forests T. Smallman et al.
- A mid‐century ecological forecast with partitioned uncertainty predicts increases in loblolly pine forest productivity R. Thomas et al.
- The Land Variational Ensemble Data Assimilation Framework: LAVENDAR v1.0.0 E. Pinnington et al.
- Parameter uncertainty dominates C-cycle forecast errors over most of Brazil for the 21st century T. Smallman et al.
- The value of soil respiration measurements for interpreting and modeling terrestrial carbon cycling C. Phillips et al.
- Understanding the effect of disturbance from selective felling on the carbon dynamics of a managed woodland by combining observations with model predictions E. Pinnington et al.
- New constraints on biogenic emissions using satellite-based estimates of carbon monoxide fluxes H. Worden et al.
- A global wetland methane emissions and uncertainty dataset for atmospheric chemical transport models (WetCHARTs version 1.0) A. Bloom et al.
- Predicting spring phenology in deciduous broadleaf forests: NEON phenology forecasting community challenge K. Wheeler et al.
- Examining Interactions Between and Among Predictors of Net Ecosystem Exchange: A Machine Learning Approach in a Semi-arid Landscape Q. Zhou et al.
- Conditional interval reduction method: A possible new direction for the optimization of process based models R. Hollós et al.
- The carbon budget of the managed grasslands of Great Britain – informed by earth observations V. Myrgiotis et al.
- Response and biophysical regulation of carbon dioxide fluxes to climate variability and anomaly in contrasting ecosystems in northwestern Ohio, USA H. Chu et al.
- Global Carbon Budget 2024 P. Friedlingstein et al.
- Precipitation–fire functional interactions control biomass stocks and carbon exchanges across the world's largest savanna M. Williams et al.
- Investigating the role of prior and observation error correlations in improving a model forecast of forest carbon balance using Four-dimensional Variational data assimilation E. Pinnington et al.
- Impacts of reduced model complexity and driver resolution on cropland ecosystem photosynthesis estimates A. Revill et al.
- Scale variance in the carbon dynamics of fragmented, mixed-use landscapes estimated using model–data fusion D. Milodowski et al.
- Reference carbon cycle dataset for typical Chinese forests via colocated observations and data assimilation H. He et al.
- Lagged effects regulate the inter-annual variability of the tropical carbon balance A. Bloom et al.
- Simultaneous state-parameter estimation supports the evaluation of data assimilation performance and measurement design for soil-water-atmosphere-plant system S. Hu et al.
- GOLUM-CNP v1.0: a data-driven modeling of carbon, nitrogen and phosphorus cycles in major terrestrial biomes Y. Wang et al.
- Climate Sensitivities of Carbon Turnover Times in Soil and Vegetation: Understanding Their Effects on Forest Carbon Sequestration R. Ge et al.
- Predicting the abatement rates of soil organic carbon sequestration management in Western European vineyards using random forest regression F. Payen et al.
- A model-data fusion approach to analyse carbon dynamics in managed grasslands V. Myrgiotis et al.
- Inferring management and predicting sub-field scale C dynamics in UK grasslands using biogeochemical modelling and satellite-derived leaf area data V. Myrgiotis et al.
- Resolving temperature limitation on spring productivity in an evergreen conifer forest using a model–data fusion framework S. Stettz et al.
- Plant Water Uptake Thresholds Inferred From Satellite Soil Moisture M. Bassiouni et al.
- Predicting lymphatic filariasis elimination in data-limited settings: A reconstructive computational framework for combining data generation and model discovery M. Smith et al.
- From Ecosystem Observation to Environmental Decision-Making: Model-Data Fusion as an Operational Tool T. Smallman et al.
- Toward Robust Parameterizations in Ecosystem‐Level Photosynthesis Models S. Bao et al.
- Isolating the effects of land use and functional variation on Yucatán's forest biomass under global change S. George-Chacon et al.
- Assimilation of Remotely Sensed LAI Into CLM4CN Using DART X. Ling et al.
- Carbon Flux Variability From a Relatively Simple Ecosystem Model With Assimilated Data Is Consistent With Terrestrial Biosphere Model Estimates G. Quetin et al.
- Detection of hidden model errors by combining single and multi-criteria calibration T. Houska et al.
- The importance of physiological, structural and trait responses to drought stress in driving spatial and temporal variation in GPP across Amazon forests S. Flack-Prain et al.
- CARDAMOM-FluxVal version 1.0: a FLUXNET-based validation system for CARDAMOM carbon and water flux estimates Y. Yang et al.
- A long-term reconstruction of a global photosynthesis proxy over 1982–2023 J. Fang et al.
- Spring photosynthetic onset and net CO2 uptake in Alaska triggered by landscape thawing N. Parazoo et al.
- Greening of a boreal rich fen driven by CO2 fertilisation S. Thayamkottu et al.
- Determination of Region of Influence Obtained by Aircraft Vertical Profiles Using the Density of Trajectories from the HYSPLIT Model H. Cassol et al.
- The decadal state of the terrestrial carbon cycle: Global retrievals of terrestrial carbon allocation, pools, and residence times A. Bloom et al.
- Across‐model spread and shrinking in predicting peatland carbon dynamics under global change E. Hou et al.
- Hyperspectral surface reflectance improves GPP estimation in terrestrial biosphere modeling using model-data fusion H. Liu et al.
- Water Stress Dominates 21st‐Century Tropical Land Carbon Uptake P. Levine et al.
- Quantifying and Reducing Uncertainty in Global Carbon Cycle Predictions: Lessons and Perspectives From 15 Years of Data Assimilation Studies With the ORCHIDEE Terrestrial Biosphere Model N. MacBean et al.
- Leveraging 35 years of Pinus taeda research in the southeastern US to constrain forest carbon cycle predictions: regional data assimilation using ecosystem experiments R. Thomas et al.
- Consistent assimilation of multiple data streams in a carbon cycle data assimilation system N. MacBean et al.
- Evaluating two land surface models for Brazil using a full carbon cycle benchmark with uncertainties A. Caen et al.
- Challenges in Scaling Up Greenhouse Gas Fluxes: Experience From the UK Greenhouse Gas Emissions and Feedbacks Program P. Levy et al.
- Constraining a complex biogeochemical model for CO2 and N2O emission simulations from various land uses by model–data fusion T. Houska et al.
- Optimizing Carbon Cycle Parameters Drastically Improves Terrestrial Biosphere Model Underestimates of Dryland Mean Net CO2 Flux and its Inter‐Annual Variability K. Mahmud et al.
- Attributing Past Carbon Fluxes to CO2 and Climate Change: Respiration Response to CO2 Fertilization Shifts Regional Distribution of the Carbon Sink G. Quetin et al.
- Description and validation of an intermediate complexity model for ecosystem photosynthesis and evapotranspiration: ACM-GPP-ETv1 T. Smallman & M. Williams
- Optimal model complexity for terrestrial carbon cycle prediction C. Famiglietti et al.
- A decrease in the age of respired carbon from the terrestrial biosphere and increase in the asymmetry of its distribution C. Sierra et al.
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