R. Koster, P. A. Dirmeyer, Z. Guo, G. Bonan, E. Chan et al., Regions of Strong Coupling Between Soil Moisture and Precipitation, Science, vol.305, pp.1138-1140, 2004.

T. P. Anguela, M. Zribi, S. Hasenauer, F. Habets, and C. Loumagne, Analysis of surface and root-zone soil moisture dynamics with ERS scatterometer and the hydrometeorological model SAFRAN-ISBA-MODCOU at Grand Morin watershed (France), Hydrol. Earth Syst. Sci, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00349232

S. Manfreda, T. M. Scanlon, and K. K. Caylor, On the importance of accurate depiction of infiltration processes on modelled soil moisture and vegetation water stress, Ecohydrology, vol.3, pp.155-165, 2009.

L. Brocca, L. Ciabatta, T. Moramarco, F. Ponziani, N. Berni et al., Use of satellite soil moisture products for the operational mitigation of landslides risk in central Italy, In Satellite Soil Moisture Retrieval, pp.231-247, 2016.

C. Albergel, G. Balsamo, P. De-rosnay, . Muñoz, J. Sabater et al., A bare ground evaporation revision in the ECMWF land-surface scheme: Evaluation of its impact using ground soil moisture and satellite microwave data, Hydrol. Earth Syst. Sci, vol.9, pp.3607-3620, 2012.

F. Habets, S. Gascoin, S. Korkmaz, D. Thiéry, M. Zribi et al., Multi-model comparison of a major flood in the groundwater-fed basin of the Somme River (France), Hydrol. Earth Syst. Sci, vol.14, pp.99-117, 2010.
URL : https://hal.archives-ouvertes.fr/hal-00506001

R. Fieuzal, B. Duchemin, L. Jarlan, M. Zribi, F. Baup et al., Combined use of optical and radar satellite data for the monitoring of irrigation and soil moisture of wheat crops, Hydrol. Earth Syst. Sci, vol.15, pp.1117-1129, 2011.

B. W. Barrett, E. Dwyer, and P. Whelan, Soil Moisture Retrieval from Active Spaceborne Microwave Observations: An Evaluation of Current Techniques. Remote Sens, vol.1, pp.210-242, 2009.

T. J. Jackson, M. H. Cosh, R. Bindlish, P. J. Starks, D. D. Bosch et al., Validation of Advanced Microwave Scanning Radiometer Soil Moisture Products, IEEE Trans. Geosci. Remote Sens, vol.48, pp.4256-4272, 2010.

R. De-jeu and W. Dorigo, On the importance of satellite observed soil moisture, Int. J. Appl. Earth Obs. Geoinf, vol.45, pp.107-109, 2016.

W. Wagner, G. Lemoine, and H. Rott, A Method for Estimating Soil Moisture from ERS Scatterometer and Soil Data. Remote Sens. Environ, vol.70, pp.191-207, 1999.

S. Paloscia, G. Macelloni, and E. Santi, Soil Moisture Estimates From AMSR-E Brightness Temperatures by Using a Dual-Frequency Algorithm, IEEE Trans. Geosci. Remote Sens, vol.44, pp.3135-3144, 2006.

V. Naeimi, K. Scipal, Z. Bartalis, S. Hasenauer, and W. Wagner, An Improved Soil Moisture Retrieval Algorithm for ERS and METOP Scatterometer Observations, IEEE Trans. Geosci. Remote Sens, vol.47, 1999.

L. Brocca, S. Hasenauer, T. Lacava, F. Melone, T. Moramarco et al., Soil moisture estimation through ASCAT and AMSR-E sensors: An intercomparison and validation study across, Europe. Remote Sens. Environ, vol.115, pp.3390-3408, 2011.

N. J. Rodriguez-fernandez, F. Aires, P. Richaume, Y. H. Kerr, C. Prigent et al., Soil Moisture Retrieval Using Neural Networks: Application to SMOS, IEEE Trans. Geosci. Remote Sens, vol.53, pp.1-17, 2015.
URL : https://hal.archives-ouvertes.fr/hal-02400796

J. Wigneron, T. Jackson, P. E. O'neill, G. De-lannoy, P. De-rosnay et al., Modelling the passive microwave signature from land surfaces: A review of recent results and application to the L-band SMOS & SMAP soil moisture retrieval algorithms. Remote Sens, vol.192, pp.238-262, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01608643

M. S. Burgin, A. Colliander, E. G. Njoku, S. K. Chan, F. Cabot et al., A Comparative Study of the SMAP Passive Soil Moisture Product With Existing Satellite-Based Soil Moisture Products, IEEE Trans. Geosci. Remote Sens, vol.55, pp.2959-2971, 2017.

M. Moran, Soil moisture evaluation using multi-temporal synthetic aperture radar (SAR) in semiarid rangeland, Agric. For. Meteorol, vol.105, pp.69-80, 2000.

F. Mattia, L. Dente, G. Satalino, and G. Pasquariello, Using a priori information to improve soil moisture retrieval from ENVISAT ASAR AP data in semiarid regions, IEEE Trans. Geosci. Remote Sens, vol.44, pp.900-912, 2006.

F. Mattia, G. Satalino, V. R. Pauwels, and A. Loew, Soil moisture retrieval through a merging of multi-temporal L-band SAR data and hydrologic modelling, Hydrol. Earth Syst. Sci, vol.13, pp.343-356, 2009.

N. Pierdicca, L. Pulvirenti, and C. Bignami, Soil moisture estimation over vegetated terrains using multitemporal remote sensing data, Remote Sens. Environ, vol.114, pp.440-448, 2010.

M. Zribi, A. Chahbi, M. Shabou, Z. L. Chabaane, B. Duchemin et al., Soil surface moisture estimation over a semi-arid region using ENVISAT ASAR radar data for soil evaporation evaluation, Hydrol. Earth Syst. Sci, vol.15, pp.345-358, 2011.
URL : https://hal.archives-ouvertes.fr/ird-00610514

A. Balenzano, F. Mattia, G. Satalino, and M. W. Davidson, Dense Temporal Series of C-and L-band SAR Data for Soil Moisture Retrieval Over Agricultural Crops, IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens, vol.4, pp.439-450, 2010.

H. Lievens and N. Verhoest, Spatial and temporal soil moisture estimation from RADARSAT-2 imagery over Flevoland, The Netherlands, J. Hydrol, vol.456, pp.44-56, 2012.

A. Balenzano, F. Mattia, G. Satalino, V. R. Pauwels, and P. Snoeij, SMOSAR algorithm for soil moisture retrieval using Sentinel-1 data, Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, pp.1200-1203, 2012.

A. Gorrab, M. Zribi, N. Baghdadi, B. Mougenot, P. Fanise et al., Retrieval of Both Soil Moisture and Texture Using TerraSAR-X Images. Remote Sens, vol.7, pp.10098-10116, 2015.
URL : https://hal.archives-ouvertes.fr/hal-02602283

X. Zhang, B. Chen, H. Fan, J. Huang, and H. Zhao, The Potential Use of Multi-Band SAR Data for Soil Moisture Retrieval over Bare Agricultural Areas: Hebei, China. Remote Sens, vol.8, pp.20-21, 2015.

S. Kim, J. J. Van-zyl, J. T. Johnson, M. Moghaddam, L. Tsang et al., Surface Soil Moisture Retrieval Using the L-Band Synthetic Aperture Radar Onboard the Soil Moisture Active-Passive Satellite and Evaluation at Core Validation Sites, IEEE Trans. Geosci. Remote Sens, vol.55, pp.1897-1914, 2017.

N. E. Verhoest, H. Lievens, W. Wagner, J. Álvarez-mozos, M. S. Moran et al., On the soil roughness parameterization problem in soil moisture retrieval of bare surfaces from Synthetic Aperture Radar, Sensors, vol.8, pp.4213-4248, 2008.

S. Bousbih, M. Zribi, Z. L. Chabaane, N. Baghdadi, M. El-hajj et al., Potential of Sentinel-1 Radar Data for the Assessment of Soil and Cereal Cover Parameters, vol.17, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01738111

A. Fung, Z. Li, and K. Chen, Backscattering from a randomly rough dielectric surface, IEEE Trans. Geosci. Remote Sens, vol.30, pp.356-369, 1992.

P. C. Dubois, J. Van-zyl, and T. Engman, Measuring soil moisture with imaging radars, IEEE Trans. Geosci. Remote Sens, vol.33, pp.915-926, 1995.

Y. Oh, K. Sarabandi, and F. T. Ulaby, Semi-empirical model of the ensemble-averaged differential Mueller matrix for microwave backscattering from bare soil surfaces, IEEE Trans. Geosci. Remote Sens, vol.40, pp.1348-1355, 2002.

N. Baghdadi, M. Choker, M. Zribi, M. El-hajj, S. Paloscia et al., A new empirical model for radar scattering from bare soil surfaces
URL : https://hal.archives-ouvertes.fr/hal-01529350

E. Attema and F. T. Ulaby, Vegetation modeled as a water cloud, Radio Sci, vol.13, pp.357-364, 1978.

N. Baghdadi, M. El-hajj, M. Zribi, and S. Bousbih, Calibration of the Water Cloud Model at C-Band for Winter Crop Fields and Grasslands. Remote Sens, vol.9, p.969, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01735644

M. Aubert, N. Baghdadi, M. Zribi, K. Ose, M. El-hajj et al., Toward an Operational Bare Soil Moisture Mapping Using TerraSAR-X Data Acquired Over Agricultural Areas, IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens, vol.6, pp.900-916, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00911016

R. Bindlish and A. P. Barros, Multifrequency Soil Moisture Inversion from SAR Measurements with the Use of IEM, Remote Sens. Environ, vol.71, pp.67-88, 2000.

N. Pierdicca, P. Castracane, and L. Pulvirenti, Inversion of electromagnetic models for bare soil parameter estimation from multifrequency polarimetric SAR data, Sensors, vol.8, pp.8181-8200, 2008.

L. Zhu, J. P. Walker, N. Ye, and C. Rüdiger, Roughness and vegetation change detection: Apre-processing for soil moisture retrieval from multi-temporal SAR imagery, Remote Sens. Environ, vol.225, pp.93-106, 2019.

M. Zribi and M. Dechambre, An new empirical model to retrieve soil moisture and roughness from Radar Data. Remote Sens. Environ, vol.84, pp.42-52, 2003.

H. S. Srivastava, P. Patel, Y. Sharma, and R. R. Navalgund, Large-Area Soil Moisture Estimation Using Multi-Incidence-Angle RADARSAT-1 SAR Data, IEEE Trans. Geosci. Remote Sens, vol.47, pp.2528-2535, 2009.

T. Jagdhuber, I. Hajnsek, and K. P. Papathanassiou, An iterative generalized hybrid decomposition for soil moisture retrieval under vegetation cover using fullty polarimetric SAR, IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens, vol.8, pp.3911-3922, 2015.

I. Hajnsek, T. Jagdhuber, H. Schon, and K. P. Papathanassiou, Potenial of estimating soil moisture under vegetation cover by means of PolSAR, IEEE Trans. Geosci. Remote Sens, vol.47, pp.442-454, 2009.

H. Wang, R. Magagi, and K. Goita, Comparison of different polarimetric decompositions for soil moisture retrieval over vegetation covered agricultural area. Remote Sens, vol.199, pp.120-136, 2017.

L. He, R. Panciera, M. A. Tanase, J. P. Walker, and Q. Qin, Soil moisture retrieval in agricultural fields using adaptive model-based polarimetric decomposition of SAR data, IEEE Trans. Geosci. Remote Sens, vol.54, pp.4445-4460, 2016.

M. El-hajj, N. Baghdadi, M. Zribi, and H. Bazzi, Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas
URL : https://hal.archives-ouvertes.fr/hal-01737156

Z. Liu, P. Li, and J. Yang, Soil Moisture Retrieval and Spatio temporal Pattern Analysis Using Sentinel-1 Data of Dahra, Senegal. Remote Sens, vol.9, 1197.

Q. Gao, M. Zribi, M. Escorihuela, and N. Baghdadi, Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution, vol.17, 1966.
URL : https://hal.archives-ouvertes.fr/hal-01735576

S. Bousbih, M. Zribi, M. El-hajj, N. Baghdadi, Z. Lili-chabaane et al., Soil Moisture and Irrigation Mapping in A Semi-Arid Region, Based on the Synergetic Use of Sentinel-1 and Sentinel-2 Data, Remote Sens, vol.10, 1953.
URL : https://hal.archives-ouvertes.fr/hal-01952417

O. Merlin, F. Jacob, J. P. Wigneron, J. Walker, and G. Chehbouni, Multidimensional Disaggregation of Land Surface Temperature Using High-Resolution Red, Near-Infrared, Shortwave-Infrared, and Microwave-L Bands, IEEE Trans. Geosci. Remote Sens, vol.50, pp.1864-1880, 2012.
URL : https://hal.archives-ouvertes.fr/ird-00658468

M. Piles, D. Entekhabi, and A. Camps, A Change Detection Algorithm for Retrieving High-Resolution Soil Moisture From SMAP Radar and Radiometer Observations, IEEE Trans. Geosci. Remote Sens, vol.47, pp.4125-4131, 2009.

B. Bauer-marschallinger, V. Freeman, S. Cao, C. Paulik, S. Schaufler et al., Toward Global Soil Moisture Monitoring With Sentinel-1: Harnessing Assets and Overcoming Obstacles, IEEE Trans. Geosci. Remote Sens, vol.57, pp.520-539, 2019.

O. Merlin, J. P. Walker, J. D. Kalma, E. J. Kim, J. Hacker et al., The NAFE'06 data set: Towards soil moisture retrieval at intermediate resolution, Adv. Water Resour, 2008.

H. Bazzi, N. Baghdadi, M. El-hajj, M. Zribi, and H. Belhouchette, A Comparison of Two Soil Moisture Products S2MP and Copernicus-SSM Over Southern France, IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens, vol.12, pp.3366-3375, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02609692

J. Calvet, N. Fritz, F. Froissard, D. Suquia, A. Petitpa et al., In situ soil moisture observations for the CAL/VAL of SMOS: The SMOSMANIA network, Proceedings of the 2007 IEEE International Geoscience and Remote Sensing Symposium, pp.1196-1199, 2007.

J. Calvet, N. Fritz, C. Berne, B. Piguet, W. Maurel et al., Deriving pedotransfer functions for soil quartz fraction in southern France from reverse modeling, vol.2, pp.615-629, 2016.

T. Lebel, B. Cappelaere, S. Galle, N. Hanan, L. Kergoat et al., AMMA-CATCH studies in the Sahelian region of West-Africa: An overview, J. Hydrol, vol.375, pp.3-13, 2009.
URL : https://hal.archives-ouvertes.fr/ird-00392544

O. Hagolle, M. Huc, D. V. Pascual, and G. Dedieu, A multi-temporal method for cloud detection, applied to FORMOSAT-2, VENµS, LANDSAT and SENTINEL-2 images, Remote Sens. Environ, vol.114, pp.1747-1755, 2010.

T. Pellarin, W. Wagner, and J. Calvet, Evaluation of ERS scatterometer soil moisture products over a half-degree region in southwestern France, Geophys. Res. Lett, p.33, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00259755

S. K. Tomer, A. Bitar, M. Sekhar, M. Zribi, S. Bandyopadhyay et al., Retrieval and Multi-scale Validation of Soil Moisture from Multi-temporal SAR Data in a Semi-Arid Tropical Region. Remote Sens, vol.7, pp.8128-8153, 2015.