Articles | Volume 15, issue 5
https://doi.org/10.5194/hess-15-1415-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/hess-15-1415-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
06 May 2011
Estimation of surface soil moisture and roughness from multi-angular ASAR imagery in the Watershed Allied Telemetry Experimental Research (WATER)
S. G. Wang
Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, 730000, China
Graduate University of Chinese Academy of Sciences, Beijing, 100039, China
X. Li
Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, 730000, China
X. J. Han
Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, 730000, China
R. Jin
Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, 730000, China
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- Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications K. Kornelsen & P. Coulibaly 10.1016/j.jhydrol.2012.10.044
- Multispectral and Microwave Remote Sensing Models to Survey Soil Moisture and Salinity S. Periasamy & R. Shanmugam 10.1002/ldr.2661
- Retrieving Soil Moisture Over Soybean Fields During Growing Season Through Polarimetric Decomposition T. Xiao et al. 10.1109/JSTARS.2020.3041828
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- Estimation of surface soil moisture from ASAR dual-polarized data in the middle stream of the Heihe River Basin J. Ma et al. 10.1007/s11859-013-0909-9
- Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution Q. Gao et al. 10.3390/s17091966
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- Fast computation of bare soil surface roughness on a Fermi GPU X. Li et al. 10.1016/j.cageo.2015.05.013
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- Soil moisture retrieval over agricultural fields with machine learning: A comparison of quad-, compact-, and dual-polarimetric time-series SAR data C. Lv et al. 10.1016/j.jhydrol.2024.132093
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- Roughness and vegetation change detection: A pre-processing for soil moisture retrieval from multi-temporal SAR imagery L. Zhu et al. 10.1016/j.rse.2019.02.027
- Soil Moisture Estimation Under Low Vegetation Cover Using a Multi-Angular Polarimetric Decomposition T. Jagdhuber et al. 10.1109/TGRS.2012.2209433
- Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas M. El Hajj et al. 10.3390/rs9121292
- Validation of Spaceborne and Modelled Surface Soil Moisture Products with Cosmic-Ray Neutron Probes C. Montzka et al. 10.3390/rs9020103
- Assimilating ASAR data for estimating soil moisture profile using an ensemble Kalman filter F. Yu et al. 10.1007/s11769-013-0623-8
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- A multi-frequency framework for soil moisture retrieval from time series radar data L. Zhu et al. 10.1016/j.rse.2019.111433
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- A soil moisture experiment for validating high-resolution satellite products and monitoring irrigation at agricultural field scale W. Wang et al. 10.1016/j.agwat.2024.109071
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- Soil moisture estimation using RISAT-1 and SENTINEL-1 data using modified Dubois model in comparison with averaged NDVI P. Thanabalan et al. 10.1080/10106049.2021.2003443
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- A revisit of NRCS-CN inspired models coupled with RS and GIS for runoff estimation S. Verma et al. 10.1080/02626667.2017.1334166
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- Soil moisture retrievals using ALOS2-ScanSAR and MODIS synergy over Tibetan Plateau H. Wang et al. 10.1016/j.rse.2020.112100
- Comparison of KOMPSAT-5 and Sentinel-1 Radar Data for Soil Moisture Estimations Using a New Semi-Empirical Model L. Tao et al. 10.3390/rs14164042
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- Monitoring Surface Soil Moisture Content over the Vegetated Area by Integrating Optical and SAR Satellite Observations in the Permafrost Region of Tibetan Plateau C. Xu et al. 10.3390/rs12010183
- 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
- Sensitive Feature Evaluation for Soil Moisture Retrieval Based on Multi-Source Remote Sensing Data with Few In-Situ Measurements: A Case Study of the Continental U.S. L. Zhang et al. 10.3390/w13152003
- Mineral Soil Texture–Land Cover Dependency on Microwave Dielectric Models in an Arid Environment S. Gharechelou et al. 10.3390/land9020039
- Estimation of Soil Moisture Content in Corn Field Using Microwave Scatterometer Data Y. Kim et al. 10.7745/KJSSF.2014.47.4.235
- Retrieval of Soil Moisture by Integrating Sentinel-1A and MODIS Data over Agricultural Fields Y. Han et al. 10.3390/w12061726
- First Results of Estimating Surface Soil Moisture in the Vegetated Areas Using ASAR and Hyperion Data: The Chinese Heihe River Basin Case Study X. Song et al. 10.3390/rs61212055
- Massively Parallel Computation of Soil Surface Roughness Parameters on A Fermi GPU X. Li et al. 10.1051/epjconf/201611925018
- Comparative analysis of the accuracy of surface soil moisture estimation from the C- and L-bands M. El Hajj et al. 10.1016/j.jag.2019.05.021
- Research advances of SAR remote sensing for agriculture applications: A review C. LIU et al. 10.1016/S2095-3119(18)62016-7
- A Comprehensive Evaluation of Microwave Emissivity and Brightness Temperature Sensitivities to Soil Parameters Using Qualitative and Quantitative Sensitivity Analyses C. Ma et al. 10.1109/TGRS.2016.2618903
58 citations as recorded by crossref.
- Reviewing the Potential of Sentinel-2 in Assessing the Drought D. Varghese et al. 10.3390/rs13173355
- A Calibration/Disaggregation Coupling Scheme for Retrieving Soil Moisture at High Spatio-Temporal Resolution: Synergy between SMAP Passive Microwave, MODIS/Landsat Optical/Thermal and Sentinel-1 Radar Data N. Ojha et al. 10.3390/s21217406
- Validation of a practical normalized soil moisture model with in situ measurements in humid and semi-arid regions D. Zhang et al. 10.1080/01431161.2015.1055610
- A Sensitivity Analysis of the SPACSYS Model Y. Shan et al. 10.3390/agriculture11070624
- Characterizing Snowpack and the Freeze–Thaw State of Underlying Soil via Assimilation of Multifrequency Passive/Active Microwave Data: A Case Study (NASA CLPX 2003) S. Bateni et al. 10.1109/TGRS.2014.2320264
- Soil Parameter Retrievals Over Bare Agricultural Fields Using Multiangular RADARSAT-2 Dataset H. Wang et al. 10.1109/JSTARS.2016.2525000
- Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications K. Kornelsen & P. Coulibaly 10.1016/j.jhydrol.2012.10.044
- Multispectral and Microwave Remote Sensing Models to Survey Soil Moisture and Salinity S. Periasamy & R. Shanmugam 10.1002/ldr.2661
- Retrieving Soil Moisture Over Soybean Fields During Growing Season Through Polarimetric Decomposition T. Xiao et al. 10.1109/JSTARS.2020.3041828
- A Prototype Network for Remote Sensing Validation in China M. Ma et al. 10.3390/rs70505187
- Estimation of surface soil moisture from ASAR dual-polarized data in the middle stream of the Heihe River Basin J. Ma et al. 10.1007/s11859-013-0909-9
- Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution Q. Gao et al. 10.3390/s17091966
- Impact of the Elevation Angle on CYGNSS GNSS-R Bistatic Reflectivity as a Function of Effective Surface Roughness over Land Surfaces H. Carreno-Luengo et al. 10.3390/rs10111749
- Retrieval of High-Resolution Soil Moisture through Combination of Sentinel-1 and Sentinel-2 Data C. Ma et al. 10.3390/rs12142303
- Estimation of soil moisture using a vegetation scattering model in wheat fields L. Tao et al. 10.1117/1.JRS.13.4.044503
- Derivation of Soil Moisture using Modified Dubois Model with field assisted surface roughness on RISAT-1 data T. Palanisamy & V. R 10.15446/esrj.v22n1.59972
- Fast computation of bare soil surface roughness on a Fermi GPU X. Li et al. 10.1016/j.cageo.2015.05.013
- Soil moisture retrieval over irrigated grassland using X-band SAR data M. El Hajj et al. 10.1016/j.rse.2016.01.027
- Soil moisture retrieval over agricultural fields with machine learning: A comparison of quad-, compact-, and dual-polarimetric time-series SAR data C. Lv et al. 10.1016/j.jhydrol.2024.132093
- 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 10.1080/07038992.2015.1104629
- Estimation of Surface Soil Moisture during Corn Growth Stage from SAR and Optical Data Using a Combined Scattering Model L. Zhang et al. 10.3390/rs12111844
- First Assessment of Sentinel-1A Data for Surface Soil Moisture Estimations Using a Coupled Water Cloud Model and Advanced Integral Equation Model over the Tibetan Plateau X. Bai et al. 10.3390/rs9070714
- Influence of Vegetation Cover on the Oh Soil Moisture Retrieval Model: A Case Study of the Malinda Wetland, Tanzania F. Kirimi et al. 10.4236/ars.2016.51003
- 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. 10.1016/j.rse.2022.113334
- Roughness and vegetation change detection: A pre-processing for soil moisture retrieval from multi-temporal SAR imagery L. Zhu et al. 10.1016/j.rse.2019.02.027
- Soil Moisture Estimation Under Low Vegetation Cover Using a Multi-Angular Polarimetric Decomposition T. Jagdhuber et al. 10.1109/TGRS.2012.2209433
- Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas M. El Hajj et al. 10.3390/rs9121292
- Validation of Spaceborne and Modelled Surface Soil Moisture Products with Cosmic-Ray Neutron Probes C. Montzka et al. 10.3390/rs9020103
- Assimilating ASAR data for estimating soil moisture profile using an ensemble Kalman filter F. Yu et al. 10.1007/s11769-013-0623-8
- Uncertainty Quantification of Soil Moisture Estimations Based on a Bayesian Probabilistic Inversion C. Ma et al. 10.1109/TGRS.2017.2664078
- Soil moisture prediction of bare soil profiles using diffuse spectral reflectance information and vadose zone flow modeling E. Babaeian et al. 10.1016/j.rse.2016.10.029
- A multi-frequency framework for soil moisture retrieval from time series radar data L. Zhu et al. 10.1016/j.rse.2019.111433
- Calibrated Integral Equation Model for Bare Soil Moisture Retrieval of Synthetic Aperture Radar: A Case Study in Linze County L. Zhang et al. 10.3390/app10217921
- A soil moisture experiment for validating high-resolution satellite products and monitoring irrigation at agricultural field scale W. Wang et al. 10.1016/j.agwat.2024.109071
- Irrigated Grassland Monitoring Using a Time Series of TerraSAR-X and COSMO-SkyMed X-Band SAR Data M. Hajj et al. 10.3390/rs61010002
- On the spatio-temporal dynamics of soil moisture at the field scale H. Vereecken et al. 10.1016/j.jhydrol.2013.11.061
- A Coupling Model for Soil Moisture Retrieval in Sparse Vegetation Covered Areas Based on Microwave and Optical Remote Sensing Data J. Kong et al. 10.1109/TGRS.2018.2849009
- Soil moisture estimation using RISAT-1 and SENTINEL-1 data using modified Dubois model in comparison with averaged NDVI P. Thanabalan et al. 10.1080/10106049.2021.2003443
- Structural Controls on Groundwater Flow in Basement Terrains: Geophysical, Remote Sensing, and Field Investigations in Sinai L. Mohamed et al. 10.1007/s10712-015-9331-5
- A Global Sensitivity Analysis of Soil Parameters Associated With Backscattering Using the Advanced Integral Equation Model . Chunfeng Ma et al. 10.1109/TGRS.2015.2426194
- A revisit of NRCS-CN inspired models coupled with RS and GIS for runoff estimation S. Verma et al. 10.1080/02626667.2017.1334166
- The Discrepancy Between Backscattering Model Simulations and Radar Observations Caused by Scaling Issues: An Uncertainty Analysis C. Ma et al. 10.1109/TGRS.2019.2899120
- Simulation and SMAP Observation of Sun-Glint Over the Land Surface at the L-Band L. He et al. 10.1109/TGRS.2017.2648502
- Soil moisture retrievals using ALOS2-ScanSAR and MODIS synergy over Tibetan Plateau H. Wang et al. 10.1016/j.rse.2020.112100
- Comparison of KOMPSAT-5 and Sentinel-1 Radar Data for Soil Moisture Estimations Using a New Semi-Empirical Model L. Tao et al. 10.3390/rs14164042
- Optimum Surface Roughness to Parameterize Advanced Integral Equation Model for Soil Moisture Retrieval in Prairie Area Using Radarsat-2 Data X. Bai et al. 10.1109/TGRS.2015.2501372
- Soil Moisture Retrieval Using SAR Backscattering Ratio Method during the Crop Growing Season M. Xing et al. 10.3390/rs14133210
- Monitoring Surface Soil Moisture Content over the Vegetated Area by Integrating Optical and SAR Satellite Observations in the Permafrost Region of Tibetan Plateau C. Xu et al. 10.3390/rs12010183
- 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
- Sensitive Feature Evaluation for Soil Moisture Retrieval Based on Multi-Source Remote Sensing Data with Few In-Situ Measurements: A Case Study of the Continental U.S. L. Zhang et al. 10.3390/w13152003
- Mineral Soil Texture–Land Cover Dependency on Microwave Dielectric Models in an Arid Environment S. Gharechelou et al. 10.3390/land9020039
- Estimation of Soil Moisture Content in Corn Field Using Microwave Scatterometer Data Y. Kim et al. 10.7745/KJSSF.2014.47.4.235
- Retrieval of Soil Moisture by Integrating Sentinel-1A and MODIS Data over Agricultural Fields Y. Han et al. 10.3390/w12061726
- First Results of Estimating Surface Soil Moisture in the Vegetated Areas Using ASAR and Hyperion Data: The Chinese Heihe River Basin Case Study X. Song et al. 10.3390/rs61212055
- Massively Parallel Computation of Soil Surface Roughness Parameters on A Fermi GPU X. Li et al. 10.1051/epjconf/201611925018
- Comparative analysis of the accuracy of surface soil moisture estimation from the C- and L-bands M. El Hajj et al. 10.1016/j.jag.2019.05.021
- Research advances of SAR remote sensing for agriculture applications: A review C. LIU et al. 10.1016/S2095-3119(18)62016-7
- A Comprehensive Evaluation of Microwave Emissivity and Brightness Temperature Sensitivities to Soil Parameters Using Qualitative and Quantitative Sensitivity Analyses C. Ma et al. 10.1109/TGRS.2016.2618903
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