Articles | Volume 15, issue 4
https://doi.org/10.5194/hess-15-1117-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Special issue:
https://doi.org/10.5194/hess-15-1117-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Combined use of optical and radar satellite data for the monitoring of irrigation and soil moisture of wheat crops
R. Fieuzal
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
B. Duchemin
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
L. Jarlan
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
M. Zribi
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
F. Baup
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
O. Merlin
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
O. Hagolle
CESBIO, Centre d'études spatiales de la biosphère, UMR 5126, CNES-CNRS-IRD-UPS, Toulouse, France
J. Garatuza-Payan
ITSON, Instituto Tecnológico de Sonora, Departamento de Ciencias del Agua y del Medio Ambiente, 5 de Febrero 818 Sur, Cd. Obregón, Sonora, 85000, Mexico
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Cited
47 citations as recorded by crossref.
- Integration of remote sensing derived parameters in crop models: Application to the PILOTE model for hay production M. EL HAJJ et al. 10.1016/j.agwat.2016.05.017
- Analysis of L-Band SAR Data for Soil Moisture Estimations over Agricultural Areas in the Tropics M. Zribi et al. 10.3390/rs11091122
- Combined Use of Multi-Temporal Landsat-8 and Sentinel-2 Images for Wheat Yield Estimates at the Intra-Plot Spatial Scale R. Fieuzal et al. 10.3390/agronomy10030327
- Leaf area index estimation of wheat crop using modified water cloud model from the time-series SAR and optical satellite data V. Yadav et al. 10.1080/10106049.2019.1624984
- Temporal Evolution of Corn Mass Production Based on Agro-Meteorological Modelling Controlled by Satellite Optical and SAR Images F. Baup et al. 10.3390/rs11171978
- Monitoring Wheat and Rapeseed by Using Synchronous Optical and Radar Satellite Data—From Temporal Signatures to Crop Parameters Estimation R. Fieuzal et al. 10.4236/ars.2013.22020
- A review of remote sensing applications in agriculture for food security: Crop growth and yield, irrigation, and crop losses L. Karthikeyan et al. 10.1016/j.jhydrol.2020.124905
- Deep Semantic Segmentation of Center Pivot Irrigation Systems from Remotely Sensed Data A. de Albuquerque et al. 10.3390/rs12132159
- Irrigation Events Detection over Intensively Irrigated Grassland Plots Using Sentinel-1 Data H. Bazzi et al. 10.3390/rs12244058
- Mapping Irrigated Areas Using Sentinel-1 Time Series in Catalonia, Spain H. Bazzi et al. 10.3390/rs11151836
- Evaluation and Aggregation Properties of Thermal Infra-Red-Based Evapotranspiration Algorithms from 100 m to the km Scale over a Semi-Arid Irrigated Agricultural Area M. Bahir et al. 10.3390/rs9111178
- Maize and sunflower biomass estimation in southwest France using high spatial and temporal resolution remote sensing data M. Claverie et al. 10.1016/j.rse.2012.04.005
- Estimating 500-m Resolution Soil Moisture Using Sentinel-1 and Optical Data Synergy M. Foucras et al. 10.3390/w12030866
- Contribution of multispectral (optical and radar) satellite images to the classification of agricultural surfaces C. Marais Sicre et al. 10.1016/j.jag.2019.101972
- Estimation of corn yield using multi-temporal optical and radar satellite data and artificial neural networks R. Fieuzal et al. 10.1016/j.jag.2016.12.011
- Soil moisture estimation underneath crop cover using high incidence angle C-band Sentinel-1 SAR data H. Srivastava et al. 10.1016/j.kjs.2023.07.007
- Retrieving surface soil moisture at high spatio-temporal resolution from a synergy between Sentinel-1 radar and Landsat thermal data: A study case over bare soil A. Amazirh et al. 10.1016/j.rse.2018.04.013
- Estimation Models for Soil Water Content and Rainfall in Andong K. Eom 10.7745/KJSSF.2021.54.4.486
- Consistency between In Situ, Model-Derived and High-Resolution-Image-Based Soil Temperature Endmembers: Towards a Robust Data-Based Model for Multi-Resolution Monitoring of Crop Evapotranspiration V. Stefan et al. 10.3390/rs70810444
- A fully coupled crop-water-energy balance model based on satellite data for maize and tomato crops yield estimates: The FEST-EWB-SAFY model C. Corbari et al. 10.1016/j.agwat.2022.107850
- Early Detection of Summer Crops Using High Spatial Resolution Optical Image Time Series C. Marais Sicre et al. 10.3390/rs8070591
- Coupling SAR C-Band and Optical Data for Soil Moisture and Leaf Area Index Retrieval Over Irrigated Grasslands N. Baghdadi et al. 10.1109/JSTARS.2015.2464698
- Soil Moisture Retrieval Using Sail Squirrel Search Optimization-based Deep Convolutional Neural Network with Sentinel-1 Images A. Preetham & V. Battu 10.1142/S0219467823500481
- On a Flood-Producing Coastal Mesoscale Convective Storm Associated with the Kor’easterlies: Multi-Data Analyses Using Remotely-Sensed and In-Situ Observations and Storm-Scale Model Simulations S. Park & S. Park 10.3390/rs12091532
- Extraction of grassland irrigation information in arid regions based on multi-source remote sensing data D. Fu et al. 10.1016/j.agwat.2024.109010
- Soil Moisture Estimation based on the Distributed Scatterers Adaptive Filter over the QTP Permafrost Region using Sentinel-1 and High-resolution TerraSAR-X Data X. Zhang et al. 10.1080/01431161.2020.1820616
- An original interpretation of the wet edge of the surface temperature–albedo space to estimate crop evapotranspiration (SEB-1S), and its validation over an irrigated area in northwestern Mexico O. Merlin 10.5194/hess-17-3623-2013
- Estimation of leaf area index and crop height of sunflowers using multi-temporal optical and SAR satellite data R. Fieuzal & F. Baup 10.1080/01431161.2016.1176276
- Intercomparison of four remote-sensing-based energy balance methods to retrieve surface evapotranspiration and water stress of irrigated fields in semi-arid climate J. Chirouze et al. 10.5194/hess-18-1165-2014
- Potential of Sentinel-1 Radar Data for the Assessment of Soil and Cereal Cover Parameters S. Bousbih et al. 10.3390/s17112617
- Linking an agro-meteorological model and a water cloud model for estimating soil water content over wheat fields D. Han et al. 10.1016/j.compag.2020.105833
- Estimating maize biomass and yield over large areas using high spatial and temporal resolution Sentinel-2 like remote sensing data M. Battude et al. 10.1016/j.rse.2016.07.030
- Multidimensional Disaggregation of Land Surface Temperature Using High-Resolution Red, Near-Infrared, Shortwave-Infrared, and Microwave-L Bands O. Merlin et al. 10.1109/TGRS.2011.2169802
- Estimation of daily CO2 fluxes and of the components of the carbon budget for winter wheat by the assimilation of Sentinel 2-like remote sensing data into a crop model G. Pique et al. 10.1016/j.geoderma.2020.114428
- Soil Moisture and Irrigation Mapping in A Semi-Arid Region, Based on the Synergetic Use of Sentinel-1 and Sentinel-2 Data S. Bousbih et al. 10.3390/rs10121953
- Near Real-Time Irrigation Detection at Plot Scale Using Sentinel-1 Data H. Bazzi et al. 10.3390/rs12091456
- Forecast of wheat yield throughout the agricultural season using optical and radar satellite images R. Fieuzal & F. Baup 10.1016/j.jag.2017.03.011
- Calibration of the Water Cloud Model at C-Band for Winter Crop Fields and Grasslands N. Baghdadi et al. 10.3390/rs9090969
- Evaluation of Radarsat-2 quad-pol SAR time-series images for monitoring groundwater irrigation A. Sharma et al. 10.1080/17538947.2019.1604834
- Soil moisture retrieval over irrigated grassland using X-band SAR data M. El Hajj et al. 10.1016/j.rse.2016.01.027
- Potential Applications of GNSS-R Observations over Agricultural Areas: Results from the GLORI Airborne Campaign M. Zribi et al. 10.3390/rs10081245
- Forecasting of Cereal Yields in a Semi-arid Area Using the Simple Algorithm for Yield Estimation (SAFY) Agro-Meteorological Model Combined with Optical SPOT/HRV Images A. Chahbi Bellakanji et al. 10.3390/s18072138
- Usefulness of Technological Capacity Evaluation for Brazilian Farmer Stakeholders: A Bibliometric Analysis M. Vaz et al. 10.3390/su10041036
- Estimation of Sunflower Yield Using a Simplified Agrometeorological Model Controlled by Optical and SAR Satellite Data R. Fieuzal et al. 10.1109/JSTARS.2017.2737656
- Detection of Irrigated and Rainfed Crops in Temperate Areas Using Sentinel-1 and Sentinel-2 Time Series Y. Pageot et al. 10.3390/rs12183044
- An image-based four-source surface energy balance model to estimate crop evapotranspiration from solar reflectance/thermal emission data (SEB-4S) O. Merlin et al. 10.1016/j.agrformet.2013.10.002
- Irrigated Grassland Monitoring Using a Time Series of TerraSAR-X and COSMO-SkyMed X-Band SAR Data M. Hajj et al. 10.3390/rs61010002
47 citations as recorded by crossref.
- Integration of remote sensing derived parameters in crop models: Application to the PILOTE model for hay production M. EL HAJJ et al. 10.1016/j.agwat.2016.05.017
- Analysis of L-Band SAR Data for Soil Moisture Estimations over Agricultural Areas in the Tropics M. Zribi et al. 10.3390/rs11091122
- Combined Use of Multi-Temporal Landsat-8 and Sentinel-2 Images for Wheat Yield Estimates at the Intra-Plot Spatial Scale R. Fieuzal et al. 10.3390/agronomy10030327
- Leaf area index estimation of wheat crop using modified water cloud model from the time-series SAR and optical satellite data V. Yadav et al. 10.1080/10106049.2019.1624984
- Temporal Evolution of Corn Mass Production Based on Agro-Meteorological Modelling Controlled by Satellite Optical and SAR Images F. Baup et al. 10.3390/rs11171978
- Monitoring Wheat and Rapeseed by Using Synchronous Optical and Radar Satellite Data—From Temporal Signatures to Crop Parameters Estimation R. Fieuzal et al. 10.4236/ars.2013.22020
- A review of remote sensing applications in agriculture for food security: Crop growth and yield, irrigation, and crop losses L. Karthikeyan et al. 10.1016/j.jhydrol.2020.124905
- Deep Semantic Segmentation of Center Pivot Irrigation Systems from Remotely Sensed Data A. de Albuquerque et al. 10.3390/rs12132159
- Irrigation Events Detection over Intensively Irrigated Grassland Plots Using Sentinel-1 Data H. Bazzi et al. 10.3390/rs12244058
- Mapping Irrigated Areas Using Sentinel-1 Time Series in Catalonia, Spain H. Bazzi et al. 10.3390/rs11151836
- Evaluation and Aggregation Properties of Thermal Infra-Red-Based Evapotranspiration Algorithms from 100 m to the km Scale over a Semi-Arid Irrigated Agricultural Area M. Bahir et al. 10.3390/rs9111178
- Maize and sunflower biomass estimation in southwest France using high spatial and temporal resolution remote sensing data M. Claverie et al. 10.1016/j.rse.2012.04.005
- Estimating 500-m Resolution Soil Moisture Using Sentinel-1 and Optical Data Synergy M. Foucras et al. 10.3390/w12030866
- Contribution of multispectral (optical and radar) satellite images to the classification of agricultural surfaces C. Marais Sicre et al. 10.1016/j.jag.2019.101972
- Estimation of corn yield using multi-temporal optical and radar satellite data and artificial neural networks R. Fieuzal et al. 10.1016/j.jag.2016.12.011
- Soil moisture estimation underneath crop cover using high incidence angle C-band Sentinel-1 SAR data H. Srivastava et al. 10.1016/j.kjs.2023.07.007
- Retrieving surface soil moisture at high spatio-temporal resolution from a synergy between Sentinel-1 radar and Landsat thermal data: A study case over bare soil A. Amazirh et al. 10.1016/j.rse.2018.04.013
- Estimation Models for Soil Water Content and Rainfall in Andong K. Eom 10.7745/KJSSF.2021.54.4.486
- Consistency between In Situ, Model-Derived and High-Resolution-Image-Based Soil Temperature Endmembers: Towards a Robust Data-Based Model for Multi-Resolution Monitoring of Crop Evapotranspiration V. Stefan et al. 10.3390/rs70810444
- A fully coupled crop-water-energy balance model based on satellite data for maize and tomato crops yield estimates: The FEST-EWB-SAFY model C. Corbari et al. 10.1016/j.agwat.2022.107850
- Early Detection of Summer Crops Using High Spatial Resolution Optical Image Time Series C. Marais Sicre et al. 10.3390/rs8070591
- Coupling SAR C-Band and Optical Data for Soil Moisture and Leaf Area Index Retrieval Over Irrigated Grasslands N. Baghdadi et al. 10.1109/JSTARS.2015.2464698
- Soil Moisture Retrieval Using Sail Squirrel Search Optimization-based Deep Convolutional Neural Network with Sentinel-1 Images A. Preetham & V. Battu 10.1142/S0219467823500481
- On a Flood-Producing Coastal Mesoscale Convective Storm Associated with the Kor’easterlies: Multi-Data Analyses Using Remotely-Sensed and In-Situ Observations and Storm-Scale Model Simulations S. Park & S. Park 10.3390/rs12091532
- Extraction of grassland irrigation information in arid regions based on multi-source remote sensing data D. Fu et al. 10.1016/j.agwat.2024.109010
- Soil Moisture Estimation based on the Distributed Scatterers Adaptive Filter over the QTP Permafrost Region using Sentinel-1 and High-resolution TerraSAR-X Data X. Zhang et al. 10.1080/01431161.2020.1820616
- An original interpretation of the wet edge of the surface temperature–albedo space to estimate crop evapotranspiration (SEB-1S), and its validation over an irrigated area in northwestern Mexico O. Merlin 10.5194/hess-17-3623-2013
- Estimation of leaf area index and crop height of sunflowers using multi-temporal optical and SAR satellite data R. Fieuzal & F. Baup 10.1080/01431161.2016.1176276
- Intercomparison of four remote-sensing-based energy balance methods to retrieve surface evapotranspiration and water stress of irrigated fields in semi-arid climate J. Chirouze et al. 10.5194/hess-18-1165-2014
- Potential of Sentinel-1 Radar Data for the Assessment of Soil and Cereal Cover Parameters S. Bousbih et al. 10.3390/s17112617
- Linking an agro-meteorological model and a water cloud model for estimating soil water content over wheat fields D. Han et al. 10.1016/j.compag.2020.105833
- Estimating maize biomass and yield over large areas using high spatial and temporal resolution Sentinel-2 like remote sensing data M. Battude et al. 10.1016/j.rse.2016.07.030
- Multidimensional Disaggregation of Land Surface Temperature Using High-Resolution Red, Near-Infrared, Shortwave-Infrared, and Microwave-L Bands O. Merlin et al. 10.1109/TGRS.2011.2169802
- Estimation of daily CO2 fluxes and of the components of the carbon budget for winter wheat by the assimilation of Sentinel 2-like remote sensing data into a crop model G. Pique et al. 10.1016/j.geoderma.2020.114428
- Soil Moisture and Irrigation Mapping in A Semi-Arid Region, Based on the Synergetic Use of Sentinel-1 and Sentinel-2 Data S. Bousbih et al. 10.3390/rs10121953
- Near Real-Time Irrigation Detection at Plot Scale Using Sentinel-1 Data H. Bazzi et al. 10.3390/rs12091456
- Forecast of wheat yield throughout the agricultural season using optical and radar satellite images R. Fieuzal & F. Baup 10.1016/j.jag.2017.03.011
- Calibration of the Water Cloud Model at C-Band for Winter Crop Fields and Grasslands N. Baghdadi et al. 10.3390/rs9090969
- Evaluation of Radarsat-2 quad-pol SAR time-series images for monitoring groundwater irrigation A. Sharma et al. 10.1080/17538947.2019.1604834
- Soil moisture retrieval over irrigated grassland using X-band SAR data M. El Hajj et al. 10.1016/j.rse.2016.01.027
- Potential Applications of GNSS-R Observations over Agricultural Areas: Results from the GLORI Airborne Campaign M. Zribi et al. 10.3390/rs10081245
- Forecasting of Cereal Yields in a Semi-arid Area Using the Simple Algorithm for Yield Estimation (SAFY) Agro-Meteorological Model Combined with Optical SPOT/HRV Images A. Chahbi Bellakanji et al. 10.3390/s18072138
- Usefulness of Technological Capacity Evaluation for Brazilian Farmer Stakeholders: A Bibliometric Analysis M. Vaz et al. 10.3390/su10041036
- Estimation of Sunflower Yield Using a Simplified Agrometeorological Model Controlled by Optical and SAR Satellite Data R. Fieuzal et al. 10.1109/JSTARS.2017.2737656
- Detection of Irrigated and Rainfed Crops in Temperate Areas Using Sentinel-1 and Sentinel-2 Time Series Y. Pageot et al. 10.3390/rs12183044
- An image-based four-source surface energy balance model to estimate crop evapotranspiration from solar reflectance/thermal emission data (SEB-4S) O. Merlin et al. 10.1016/j.agrformet.2013.10.002
- Irrigated Grassland Monitoring Using a Time Series of TerraSAR-X and COSMO-SkyMed X-Band SAR Data M. Hajj et al. 10.3390/rs61010002
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