Articles | Volume 17, issue 3
https://doi.org/10.5194/gmd-17-997-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/gmd-17-997-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
AgriCarbon-EO v1.0.1: large-scale and high-resolution simulation of carbon fluxes by assimilation of Sentinel-2 and Landsat-8 reflectances using a Bayesian approach
Taeken Wijmer
CORRESPONDING AUTHOR
CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, 18 Avenue Edouard Belin, bpi 2801, CEDEX 09, 31401 Toulouse, France
DYNAFOR, Université de Toulouse, INRAE, INPT, INP-PURPAN, Castanet-Tolosan, France
CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, 18 Avenue Edouard Belin, bpi 2801, CEDEX 09, 31401 Toulouse, France
Ludovic Arnaud
CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, 18 Avenue Edouard Belin, bpi 2801, CEDEX 09, 31401 Toulouse, France
Remy Fieuzal
CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, 18 Avenue Edouard Belin, bpi 2801, CEDEX 09, 31401 Toulouse, France
Eric Ceschia
CESBIO, Université de Toulouse, CNES/CNRS/INRAE/IRD/UPS, 18 Avenue Edouard Belin, bpi 2801, CEDEX 09, 31401 Toulouse, France
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Cited
14 citations as recorded by crossref.
- Impact4Soil: A science-based platform integrating knowledge, data and networks for the soil carbon community E. Vrot et al. https://doi.org/10.1016/j.soilad.2026.100103
- Feasibility of space-borne remote sensing to detect features related to CO2 and N2O exchange of boreal agricultural fields M. Salminen et al. https://doi.org/10.1016/j.jag.2026.105455
- Carbon Benefits and Water Costs of Cover Crops by Assimilating Sentinel-2 and Landsat-8 Images in a Crop Model T. Wijmer et al. https://doi.org/10.3390/rs17193290
- Improving agricultural carbon monitoring with Sentinel-2 and eddy-covariance-based plant productivity estimates J. Vira et al. https://doi.org/10.1080/17583004.2025.2568042
- Toward precise carbon management: current status, gaps and future directions F. Wei et al. https://doi.org/10.1007/s11707-025-1205-7
- Impact of the Russian invasion on wheat biomass in Ukraine V. Antonenko et al. https://doi.org/10.1088/1748-9326/ad8363
- Impact of Planet Fusion Surface Reflectance Data on Crop Biomass and Carbon Budget Estimates Within the AgriCarbon-EO Processing Chain A. Geraud et al. https://doi.org/10.3390/rs18040581
- Towards a modular, multi-ecosystem monitoring, reporting and verification (MRV) framework for soil organic carbon stock change assessment N. Batjes et al. https://doi.org/10.1080/17583004.2024.2410812
- Demands and possibilities for field-scale estimation of agricultural greenhouse gas balances T. Palosuo et al. https://doi.org/10.1016/j.catena.2024.108649
- Choosing the appropriate methodology to monitor soil organic carbon (SOC) in croplands: aligning methods with evolving monitoring reporting verification (MRV) frameworks A. Ihasusta et al. https://doi.org/10.1080/17583004.2026.2638317
- Measurement, Reporting, and Verification of Agricultural and Livestock Emissions: A Combined Systematic and Bibliometric Review N. Tsigkas et al. https://doi.org/10.3390/agriengineering8030110
- Remote Sensing Data Assimilation in Crop Growth Modeling from an Agricultural Perspective: New Insights on Challenges and Prospects J. Wang et al. https://doi.org/10.3390/agronomy14091920
- Progress and Perspectives of Crop Type Mapping With Remote Sensing: A review J. Huang et al. https://doi.org/10.1109/MGRS.2025.3648119
- Within-field crop leaf area index simulation using a hybrid PROSAIL-SVR approach: evaluating Sentinel-2 and PlanetScope potential R. Raj et al. https://doi.org/10.1080/01431161.2025.2571231
14 citations as recorded by crossref.
- Impact4Soil: A science-based platform integrating knowledge, data and networks for the soil carbon community E. Vrot et al. https://doi.org/10.1016/j.soilad.2026.100103
- Feasibility of space-borne remote sensing to detect features related to CO2 and N2O exchange of boreal agricultural fields M. Salminen et al. https://doi.org/10.1016/j.jag.2026.105455
- Carbon Benefits and Water Costs of Cover Crops by Assimilating Sentinel-2 and Landsat-8 Images in a Crop Model T. Wijmer et al. https://doi.org/10.3390/rs17193290
- Improving agricultural carbon monitoring with Sentinel-2 and eddy-covariance-based plant productivity estimates J. Vira et al. https://doi.org/10.1080/17583004.2025.2568042
- Toward precise carbon management: current status, gaps and future directions F. Wei et al. https://doi.org/10.1007/s11707-025-1205-7
- Impact of the Russian invasion on wheat biomass in Ukraine V. Antonenko et al. https://doi.org/10.1088/1748-9326/ad8363
- Impact of Planet Fusion Surface Reflectance Data on Crop Biomass and Carbon Budget Estimates Within the AgriCarbon-EO Processing Chain A. Geraud et al. https://doi.org/10.3390/rs18040581
- Towards a modular, multi-ecosystem monitoring, reporting and verification (MRV) framework for soil organic carbon stock change assessment N. Batjes et al. https://doi.org/10.1080/17583004.2024.2410812
- Demands and possibilities for field-scale estimation of agricultural greenhouse gas balances T. Palosuo et al. https://doi.org/10.1016/j.catena.2024.108649
- Choosing the appropriate methodology to monitor soil organic carbon (SOC) in croplands: aligning methods with evolving monitoring reporting verification (MRV) frameworks A. Ihasusta et al. https://doi.org/10.1080/17583004.2026.2638317
- Measurement, Reporting, and Verification of Agricultural and Livestock Emissions: A Combined Systematic and Bibliometric Review N. Tsigkas et al. https://doi.org/10.3390/agriengineering8030110
- Remote Sensing Data Assimilation in Crop Growth Modeling from an Agricultural Perspective: New Insights on Challenges and Prospects J. Wang et al. https://doi.org/10.3390/agronomy14091920
- Progress and Perspectives of Crop Type Mapping With Remote Sensing: A review J. Huang et al. https://doi.org/10.1109/MGRS.2025.3648119
- Within-field crop leaf area index simulation using a hybrid PROSAIL-SVR approach: evaluating Sentinel-2 and PlanetScope potential R. Raj et al. https://doi.org/10.1080/01431161.2025.2571231
Saved (final revised paper)
Latest update: 08 Sep 2026
Short summary
Quantification of carbon fluxes of crops is an essential building block for the construction of a monitoring, reporting, and verification approach. We developed an end-to-end platform (AgriCarbon-EO) that assimilates, through a Bayesian approach, high-resolution (10 m) optical remote sensing data into radiative transfer and crop modelling at regional scale (100 x 100 km). Large-scale estimates of carbon flux are validated against in situ flux towers and yield maps and analysed at regional scale.
Quantification of carbon fluxes of crops is an essential building block for the construction of...