Articles | Volume 13, issue 3
https://doi.org/10.5194/hess-13-343-2009
© Author(s) 2009. 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-13-343-2009
© Author(s) 2009. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
13 Mar 2009
Soil moisture retrieval through a merging of multi-temporal L-band SAR data and hydrologic modelling
F. Mattia
Consiglio Nazionale delle Ricerche, Istituto di Studi sui Sistemi Intelligenti per l'Automazione (ISSIA), Bari, Italy
G. Satalino
Consiglio Nazionale delle Ricerche, Istituto di Studi sui Sistemi Intelligenti per l'Automazione (ISSIA), Bari, Italy
V. R. N. Pauwels
Ghent University, Laboratory of Hydrology and Water Management (LHWM), Ghent, Belgium
A. Loew
Max-Planck-Institute for Meteorology, The Land in the Earth System, Hamburg, Germany
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Cited
50 citations as recorded by crossref.
- All-Sky Soil Moisture Estimation over Agriculture Areas from the Full Polarimetric SAR GF-3 Data D. Luo et al. https://doi.org/10.3390/su141710866
- Estimating surface-soil moisture for retrieving maize leaf-area index from SAR data E. Bériaux et al. https://doi.org/10.5589/m11-021
- Interpolating Hydrologic Data Using Laplace Formulation T. Xu et al. https://doi.org/10.3390/rs15153844
- Geomatic methods at the service of water resources modelling J. Molina et al. https://doi.org/10.1016/j.jhydrol.2013.11.034
- Soil moisture index from ERS-SAR and its application to the analysis of spatial patterns in agricultural areas https://doi.org/10.1117/1.JRS.12.022206
- Inter-comparison of hydrological model simulations with time series of SAR-derived soil moisture maps V. Iacobellis et al. https://doi.org/10.5721/EuJRS20134644
- A multi-frequency framework for soil moisture retrieval from time series radar data L. Zhu et al. https://doi.org/10.1016/j.rse.2019.111433
- Dense Temporal Series of C- and L-band SAR Data for Soil Moisture Retrieval Over Agricultural Crops A. Balenzano et al. https://doi.org/10.1109/JSTARS.2010.2052916
- Progress in integrating remote sensing data and hydrologic modeling X. Xu et al. https://doi.org/10.1177/0309133314536583
- Estimation of the Root-Zone Soil Moisture Using Passive Microwave Remote Sensing and SMAR Model F. Faridani et al. https://doi.org/10.1061/(ASCE)IR.1943-4774.0001115
- 1-km soil moisture retrieval using multi-temporal dual-channel SAR data from Sentinel-1 A/B satellites in a semi-arid watershed Z. Wang et al. https://doi.org/10.1016/j.rse.2022.113334
- Evaluation of the Dubois, Oh, and IEM radar backscatter models over agricultural fields using C-band RADARSAT-2 SAR image data A. Merzouki et al. https://doi.org/10.5589/m10-055
- A Hybrid (Multi-Angle and Multipolarization) Approach to Soil Moisture Retrieval Using the Integral Equation Model: Preparing for the RADARSAT Constellation Mission A. Merzouki & H. McNairn https://doi.org/10.1080/07038992.2015.1104629
- Multi-Temporal Landsat-8 Images for Retrieval and Broad Scale Mapping of Soil Copper Concentration Using Empirical Models Y. Fang et al. https://doi.org/10.3390/rs14102311
- Estimation of the Spatially Distributed Surface Energy Budget for AgriSAR 2006, Part II: Integration of Remote Sensing and Hydrologic Modeling E. De Lathauwer et al. https://doi.org/10.1109/JSTARS.2010.2094997
- Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications K. Kornelsen & P. Coulibaly https://doi.org/10.1016/j.jhydrol.2012.10.044
- Soil Moisture Retrieval During Crop Growth Cycle Using Satellite SAR Time Series A. Muhuri et al. https://doi.org/10.1109/JSTARS.2023.3280181
- Speckle Noise and Soil Heterogeneities as Error Sources in a Bayesian Soil Moisture Retrieval Scheme for SAR Data M. Barber et al. https://doi.org/10.1109/JSTARS.2012.2191266
- Virtual bandwidth SAR (VB-SAR) for centimetric-scale sub-surface imaging from space K. Morrison & J. Bennett https://doi.org/10.1080/01431161.2015.1025922
- Estimating 500-m Resolution Soil Moisture Using Sentinel-1 and Optical Data Synergy M. Foucras et al. https://doi.org/10.3390/w12030866
- Soil moisture retrieval from time series multi-angular radar data using a dry down constraint L. Zhu et al. https://doi.org/10.1016/j.rse.2019.111237
- Surface Soil Moisture Retrieval Using Optical/Thermal Infrared Remote Sensing Data Y. Wang et al. https://doi.org/10.1109/TGRS.2018.2817370
- Sensitivity of Main Polarimetric Parameters of Multifrequency Polarimetric SAR Data to Soil Moisture and Surface Roughness Over Bare Agricultural Soils N. Baghdadi et al. https://doi.org/10.1109/LGRS.2012.2220333
- Modeling L-Band Synthetic Aperture Radar Data Through Dielectric Changes in Soil Moisture and Vegetation Over Shrublands S. Kim et al. https://doi.org/10.1109/JSTARS.2017.2741497
- Soil Moisture Retrieval in Bare Agricultural Areas Using Sentinel-1 Images M. Ettalbi et al. https://doi.org/10.3390/rs15143502
- Forest biomass retrieval approaches from earth observation in different biomes P. Rodríguez-Veiga et al. https://doi.org/10.1016/j.jag.2018.12.008
- Comparison between SAR Soil Moisture Estimates and Hydrological Model Simulations over the Scrivia Test Site E. Santi et al. https://doi.org/10.3390/rs5104961
- On the potential of Sentinel-1 for sub-field scale soil moisture monitoring T. van Hateren et al. https://doi.org/10.1016/j.jag.2023.103342
- Soil Moisture Retrieval Using Time-Series Radar Observations Over Bare Surfaces S. Kim et al. https://doi.org/10.1109/TGRS.2011.2169454
- Assessment of Carbon Flux and Soil Moisture in Wetlands Applying Sentinel-1 Data K. Dabrowska-Zielinska et al. https://doi.org/10.3390/rs8090756
- Full issue in PDF / Numéro complet en form PDF https://doi.org/10.5589/m11-3701
- Roughness and vegetation change detection: A pre-processing for soil moisture retrieval from multi-temporal SAR imagery L. Zhu et al. https://doi.org/10.1016/j.rse.2019.02.027
- Mapping Soil Moisture Using RADARSAT-2 Data and Local Autocorrelation Statistics A. Merzouki et al. https://doi.org/10.1109/JSTARS.2011.2116769
- Field-scale remote sensing of soil moisture based on polarimetric characterization of microwave reflections T. Pratt et al. https://doi.org/10.1088/0957-0233/26/10/105801
- Enhancing root-zone soil moisture estimation using Richards' equation and dynamic surface soil moisture data X. Zha et al. https://doi.org/10.1016/j.agwat.2025.109460
- Time series soil moisture retrieval from SAR data: Multi-temporal constraints and a global validation L. Zhu et al. https://doi.org/10.1016/j.rse.2023.113466
- A neighborhood change detection method for soil moisture retrieval using single-temporal Sentinel-1 data over vegetated fields Q. Dou et al. https://doi.org/10.1016/j.jhydrol.2026.135930
- The global SMOS Level 3 daily soil moisture and brightness temperature maps A. Al Bitar et al. https://doi.org/10.5194/essd-9-293-2017
- Soil moisture retrieval over croplands using dual-pol L-band GRD SAR data N. Bhogapurapu et al. https://doi.org/10.1016/j.rse.2022.112900
- Monitoring Soil Moisture to Support Risk Reduction for the Agriculture Sector Using RADARSAT-2 H. McNairn et al. https://doi.org/10.1109/JSTARS.2012.2192416
- An improved method for estimating soil moisture over cropland using SAR and optical data D. Luo et al. https://doi.org/10.1007/s12145-023-00996-8
- NISAR Time-Series Ratio Algorithm for Soil Moisture Retrieval: Prelaunch Evaluation With SMAPVEX12 Field Campaign Data J. Park et al. https://doi.org/10.1109/JSTARS.2024.3422071
- The Impact of National Land Cover and Soils Data on SMOS Soil Moisture Retrieval Over Canadian Agricultural Landscapes A. Pacheco et al. https://doi.org/10.1109/JSTARS.2015.2417832
- Identification of Tropical Peatland Using ALOS 2 Palsar F. Marpaung et al. https://doi.org/10.1088/1755-1315/165/1/012014
- Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using neural networks N. Baghdadi et al. https://doi.org/10.5194/hess-16-1607-2012
- Full Issue in PDF / Numéro complet enform PDF https://doi.org/10.5589/m11-880
- Radar Remote Sensing of Agricultural Canopies: A Review S. Steele-Dunne et al. https://doi.org/10.1109/JSTARS.2016.2639043
- The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms H. McNairn et al. https://doi.org/10.1109/TGRS.2014.2364913
- Soil moisture estimation over vegetated terrains using multitemporal remote sensing data N. Pierdicca et al. https://doi.org/10.1016/j.rse.2009.10.001
- Estimation of soil moisture in the root-zone from remote sensing data B. Bezerra et al. https://doi.org/10.1590/S0100-06832013000300005
50 citations as recorded by crossref.
- All-Sky Soil Moisture Estimation over Agriculture Areas from the Full Polarimetric SAR GF-3 Data D. Luo et al. https://doi.org/10.3390/su141710866
- Estimating surface-soil moisture for retrieving maize leaf-area index from SAR data E. Bériaux et al. https://doi.org/10.5589/m11-021
- Interpolating Hydrologic Data Using Laplace Formulation T. Xu et al. https://doi.org/10.3390/rs15153844
- Geomatic methods at the service of water resources modelling J. Molina et al. https://doi.org/10.1016/j.jhydrol.2013.11.034
- Soil moisture index from ERS-SAR and its application to the analysis of spatial patterns in agricultural areas https://doi.org/10.1117/1.JRS.12.022206
- Inter-comparison of hydrological model simulations with time series of SAR-derived soil moisture maps V. Iacobellis et al. https://doi.org/10.5721/EuJRS20134644
- A multi-frequency framework for soil moisture retrieval from time series radar data L. Zhu et al. https://doi.org/10.1016/j.rse.2019.111433
- Dense Temporal Series of C- and L-band SAR Data for Soil Moisture Retrieval Over Agricultural Crops A. Balenzano et al. https://doi.org/10.1109/JSTARS.2010.2052916
- Progress in integrating remote sensing data and hydrologic modeling X. Xu et al. https://doi.org/10.1177/0309133314536583
- Estimation of the Root-Zone Soil Moisture Using Passive Microwave Remote Sensing and SMAR Model F. Faridani et al. https://doi.org/10.1061/(ASCE)IR.1943-4774.0001115
- 1-km soil moisture retrieval using multi-temporal dual-channel SAR data from Sentinel-1 A/B satellites in a semi-arid watershed Z. Wang et al. https://doi.org/10.1016/j.rse.2022.113334
- Evaluation of the Dubois, Oh, and IEM radar backscatter models over agricultural fields using C-band RADARSAT-2 SAR image data A. Merzouki et al. https://doi.org/10.5589/m10-055
- A Hybrid (Multi-Angle and Multipolarization) Approach to Soil Moisture Retrieval Using the Integral Equation Model: Preparing for the RADARSAT Constellation Mission A. Merzouki & H. McNairn https://doi.org/10.1080/07038992.2015.1104629
- Multi-Temporal Landsat-8 Images for Retrieval and Broad Scale Mapping of Soil Copper Concentration Using Empirical Models Y. Fang et al. https://doi.org/10.3390/rs14102311
- Estimation of the Spatially Distributed Surface Energy Budget for AgriSAR 2006, Part II: Integration of Remote Sensing and Hydrologic Modeling E. De Lathauwer et al. https://doi.org/10.1109/JSTARS.2010.2094997
- Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications K. Kornelsen & P. Coulibaly https://doi.org/10.1016/j.jhydrol.2012.10.044
- Soil Moisture Retrieval During Crop Growth Cycle Using Satellite SAR Time Series A. Muhuri et al. https://doi.org/10.1109/JSTARS.2023.3280181
- Speckle Noise and Soil Heterogeneities as Error Sources in a Bayesian Soil Moisture Retrieval Scheme for SAR Data M. Barber et al. https://doi.org/10.1109/JSTARS.2012.2191266
- Virtual bandwidth SAR (VB-SAR) for centimetric-scale sub-surface imaging from space K. Morrison & J. Bennett https://doi.org/10.1080/01431161.2015.1025922
- Estimating 500-m Resolution Soil Moisture Using Sentinel-1 and Optical Data Synergy M. Foucras et al. https://doi.org/10.3390/w12030866
- Soil moisture retrieval from time series multi-angular radar data using a dry down constraint L. Zhu et al. https://doi.org/10.1016/j.rse.2019.111237
- Surface Soil Moisture Retrieval Using Optical/Thermal Infrared Remote Sensing Data Y. Wang et al. https://doi.org/10.1109/TGRS.2018.2817370
- Sensitivity of Main Polarimetric Parameters of Multifrequency Polarimetric SAR Data to Soil Moisture and Surface Roughness Over Bare Agricultural Soils N. Baghdadi et al. https://doi.org/10.1109/LGRS.2012.2220333
- Modeling L-Band Synthetic Aperture Radar Data Through Dielectric Changes in Soil Moisture and Vegetation Over Shrublands S. Kim et al. https://doi.org/10.1109/JSTARS.2017.2741497
- Soil Moisture Retrieval in Bare Agricultural Areas Using Sentinel-1 Images M. Ettalbi et al. https://doi.org/10.3390/rs15143502
- Forest biomass retrieval approaches from earth observation in different biomes P. Rodríguez-Veiga et al. https://doi.org/10.1016/j.jag.2018.12.008
- Comparison between SAR Soil Moisture Estimates and Hydrological Model Simulations over the Scrivia Test Site E. Santi et al. https://doi.org/10.3390/rs5104961
- On the potential of Sentinel-1 for sub-field scale soil moisture monitoring T. van Hateren et al. https://doi.org/10.1016/j.jag.2023.103342
- Soil Moisture Retrieval Using Time-Series Radar Observations Over Bare Surfaces S. Kim et al. https://doi.org/10.1109/TGRS.2011.2169454
- Assessment of Carbon Flux and Soil Moisture in Wetlands Applying Sentinel-1 Data K. Dabrowska-Zielinska et al. https://doi.org/10.3390/rs8090756
- Full issue in PDF / Numéro complet en form PDF https://doi.org/10.5589/m11-3701
- Roughness and vegetation change detection: A pre-processing for soil moisture retrieval from multi-temporal SAR imagery L. Zhu et al. https://doi.org/10.1016/j.rse.2019.02.027
- Mapping Soil Moisture Using RADARSAT-2 Data and Local Autocorrelation Statistics A. Merzouki et al. https://doi.org/10.1109/JSTARS.2011.2116769
- Field-scale remote sensing of soil moisture based on polarimetric characterization of microwave reflections T. Pratt et al. https://doi.org/10.1088/0957-0233/26/10/105801
- Enhancing root-zone soil moisture estimation using Richards' equation and dynamic surface soil moisture data X. Zha et al. https://doi.org/10.1016/j.agwat.2025.109460
- Time series soil moisture retrieval from SAR data: Multi-temporal constraints and a global validation L. Zhu et al. https://doi.org/10.1016/j.rse.2023.113466
- A neighborhood change detection method for soil moisture retrieval using single-temporal Sentinel-1 data over vegetated fields Q. Dou et al. https://doi.org/10.1016/j.jhydrol.2026.135930
- The global SMOS Level 3 daily soil moisture and brightness temperature maps A. Al Bitar et al. https://doi.org/10.5194/essd-9-293-2017
- Soil moisture retrieval over croplands using dual-pol L-band GRD SAR data N. Bhogapurapu et al. https://doi.org/10.1016/j.rse.2022.112900
- Monitoring Soil Moisture to Support Risk Reduction for the Agriculture Sector Using RADARSAT-2 H. McNairn et al. https://doi.org/10.1109/JSTARS.2012.2192416
- An improved method for estimating soil moisture over cropland using SAR and optical data D. Luo et al. https://doi.org/10.1007/s12145-023-00996-8
- NISAR Time-Series Ratio Algorithm for Soil Moisture Retrieval: Prelaunch Evaluation With SMAPVEX12 Field Campaign Data J. Park et al. https://doi.org/10.1109/JSTARS.2024.3422071
- The Impact of National Land Cover and Soils Data on SMOS Soil Moisture Retrieval Over Canadian Agricultural Landscapes A. Pacheco et al. https://doi.org/10.1109/JSTARS.2015.2417832
- Identification of Tropical Peatland Using ALOS 2 Palsar F. Marpaung et al. https://doi.org/10.1088/1755-1315/165/1/012014
- Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using neural networks N. Baghdadi et al. https://doi.org/10.5194/hess-16-1607-2012
- Full Issue in PDF / Numéro complet enform PDF https://doi.org/10.5589/m11-880
- Radar Remote Sensing of Agricultural Canopies: A Review S. Steele-Dunne et al. https://doi.org/10.1109/JSTARS.2016.2639043
- The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms H. McNairn et al. https://doi.org/10.1109/TGRS.2014.2364913
- Soil moisture estimation over vegetated terrains using multitemporal remote sensing data N. Pierdicca et al. https://doi.org/10.1016/j.rse.2009.10.001
- Estimation of soil moisture in the root-zone from remote sensing data B. Bezerra et al. https://doi.org/10.1590/S0100-06832013000300005
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