Satellite remote sensing of surface soil moisture

Soil is arguably the Earth’s most valuable nonrenewable resource and undoubtedly the most biologically diverse part of the biosphere. Roughly half of a soil’s volume is composed of mineral and organic content, while the other half consists of pores. Soil moisture (or water) content (SMC) refers to the amount of water in these pores and generally refers to the water contained in the unsaturated soil zone (e.g., Hillel 1998). SMC is affected by the soil texture (determines water holding capacity), topography (affects runoff and infiltration), land cover (influences evapotranspiration), and climate (precipitation, wind, humidity, and solar illumination), and, as a result, SMC is highly variable both in space and time. Although soil moisture comprises only a tiny percentage (~0.001%) of the total global water budget, its importance and influence in the hydrological cycle cannot be understated. It is a key parameter in the exchange of mass and energy at the land surface–atmosphere CONTENTS

[1]  F. R. Schiebe,et al.  Large area mapping of soil moisture using the ESTAR passive microwave radiometer , 1995 .

[2]  Thomas J. Jackson,et al.  Soil moisture retrieval from AMSR-E , 2003, IEEE Trans. Geosci. Remote. Sens..

[3]  T. Mo,et al.  A model for microwave emission from vegetation‐covered fields , 1982 .

[4]  George P. Petropoulos,et al.  An Overview of the Use of the SimSphere Soil Vegetation Atmosphere Transfer (SVAT) Model for the Study of Land-Atmosphere Interactions , 2009, Sensors.

[5]  W. Wagner,et al.  Global Soil Moisture Patterns Observed by Space Borne Microwave Radiometers and Scatterometers , 2008 .

[6]  B. Rock,et al.  Detection of changes in leaf water content using Near- and Middle-Infrared reflectances , 1989 .

[7]  W. Wagner,et al.  Soil moisture estimation through ASCAT and AMSR-E sensors: An intercomparison and validation study across Europe , 2011 .

[8]  Anne B. Kahle,et al.  A simple thermal model of the Earth's surface for geologic mapping by remote sensing , 1977 .

[9]  Kun-Shan Chen,et al.  Note on the multiple scattering in an IEM model , 2000, IEEE Trans. Geosci. Remote. Sens..

[10]  M. Minacapilli,et al.  High resolution remote estimation of soil surface water content by a thermal inertia approach , 2009 .

[11]  Rita Castro,et al.  A First Set of Techniques to Detect Radio Frequency Interferences and Mitigate Their Impact on SMOS Data , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[12]  Jiancheng Shi,et al.  The Soil Moisture Active Passive (SMAP) Mission , 2010, Proceedings of the IEEE.

[13]  Moon S. Kim,et al.  Estimating Corn Leaf Chlorophyll Concentration from Leaf and Canopy Reflectance , 2000 .

[14]  B. Choudhury,et al.  Effect of surface roughness on the microwave emission from soils , 1979 .

[15]  C. Albergel,et al.  An evaluation of ASCAT surface soil moisture products with in-situ observations in Southwestern France , 2008 .

[16]  Pascale C. Dubois,et al.  Measuring soil moisture with imaging radars , 1995, IEEE Trans. Geosci. Remote. Sens..

[17]  W. Kustas,et al.  A verification of the 'triangle' method for obtaining surface soil water content and energy fluxes from remote measurements of the Normalized Difference Vegetation Index (NDVI) and surface e , 1997 .

[18]  Kun Shan Chen,et al.  A simple model for retrieving bare soil moisture from radar-scattering coefficients , 1995 .

[19]  Mehrez Zribi,et al.  Evaluation of radar backscatter models IEM, OH and Dubois using experimental observations , 2006 .

[20]  Kamal Sarabandi,et al.  Semi-empirical model of the ensemble-averaged differential Mueller matrix for microwave backscattering from bare soil surfaces , 2002, IEEE Trans. Geosci. Remote. Sens..

[21]  Wolfram Mauser,et al.  Uncertainty Assessment of the SMOS Validation in the Upper Danube Catchment , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[22]  Luca Brocca,et al.  Assimilation of Surface- and Root-Zone ASCAT Soil Moisture Products Into Rainfall–Runoff Modeling , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[23]  Z. Wan,et al.  Using MODIS Land Surface Temperature and Normalized Difference Vegetation Index products for monitoring drought in the southern Great Plains, USA , 2004 .

[24]  T. Carlson,et al.  Synergy of the SimSphere land surface process model with ASTER imagery for the retrieval of spatially distributed estimates of surface turbulent heat fluxes and soil moisture content. , 2010 .

[25]  Maurice Borgeaud,et al.  A study of vegetation cover effects on ERS scatterometer data , 1999, IEEE Trans. Geosci. Remote. Sens..

[26]  Dar A. Roberts,et al.  Spectral responses to plant available soil moisture in a Californian grassland , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[27]  Thomas J. Jackson,et al.  WindSat Global Soil Moisture Retrieval and Validation , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[28]  Y. Kerr,et al.  A first assessment of the SMOS data in southwestern France using in situ and airborne soil moisture estimates: The CAROLS airborne campaign , 2011 .

[29]  S. Nicholson,et al.  The influence of soil type on the relationships between NDVI, rainfall, and soil moisture in semiarid Botswana. I. NDVI response to rainfall , 1994 .

[30]  F. Ulaby,et al.  Vegetation modeled as a water cloud , 1978 .

[31]  Naoto Matsuura,et al.  DEVELOPMENT OF AN ADVANCED MICROWAVE SCANNING RADIOMETER (AMSR-E) ALGORITHM FOR SOIL MOISTURE AND VEGETATION WATER CONTENT , 2004 .

[32]  D. Hillel Environmental soil physics , 1998 .

[33]  Robert M. Parinussa,et al.  Soil Moisture Retrievals From the WindSat Spaceborne Polarimetric Microwave Radiometer , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[34]  P. Curran,et al.  The relationship between ERS-2 SAR backscatter and soil moisture: Generalization from a humid to semi-arid transect , 2000 .

[35]  Klaus Scipal,et al.  An Improved Soil Moisture Retrieval Algorithm for ERS and METOP Scatterometer Observations , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[36]  Wolfgang Wagner,et al.  ASCAT Soil Moisture: An Assessment of the Data Quality and Consistency with the ERS Scatterometer Heritage , 2009 .

[37]  Yisok Oh,et al.  Quantitative retrieval of soil moisture content and surface roughness from multipolarized radar observations of bare soil surfaces , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[38]  Jiaguo Qi,et al.  Soil moisture estimation in a semiarid rangeland using ERS-2 and TM imagery , 2004 .

[39]  Thomas J. Schmugge,et al.  An interpretation of methodologies for indirect measurement of soil water content , 1995 .

[40]  Thomas J. Jackson,et al.  Soil moisture mapping at regional scales using microwave radiometry: the Southern Great Plains Hydrology Experiment , 1999, IEEE Trans. Geosci. Remote. Sens..

[41]  F. Cook,et al.  Relationship between soil respiration and soil moisture , 1983 .

[42]  W. Schlesinger,et al.  The global carbon dioxide flux in soil respiration and its relationship to vegetation and climate , 1992 .

[43]  Thomas J. Jackson,et al.  Observations of soil moisture using a passive and active low-frequency microwave airborne sensor during SGP99 , 2002, IEEE Trans. Geosci. Remote. Sens..

[44]  J. Wigneron,et al.  Retrieving near-surface soil moisture from microwave radiometric observations: current status and future plans , 2003 .

[45]  T. Carlson,et al.  Satellite and ground-based microclimate and hydrologic analyses coupled with a regional urban growth model , 2003 .

[46]  W. Wagner,et al.  A Method for Estimating Soil Moisture from ERS Scatterometer and Soil Data , 1999 .

[47]  P. E. O'connell,et al.  An introduction to the European Hydrological System — Systeme Hydrologique Europeen, “SHE”, 1: History and philosophy of a physically-based, distributed modelling system , 1986 .

[48]  V. K. Dadhwal,et al.  Assessing potential of MODIS derived temperature/vegetation condition index (TVDI) to infer soil moisture status , 2009 .

[49]  S. R. Evett,et al.  Advances in Soil Water Content Sensing: The Continuing Maturation of Technology and Theory , 2005 .

[50]  Syukuro Manabe,et al.  The Influence of Soil Wetness on Near-Surface Atmospheric Variability , 1989 .

[51]  Yann Kerr,et al.  Validation of SMOS Brightness Temperatures During the HOBE Airborne Campaign, Western Denmark , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[52]  E. Engman Progress in microwave remote sensing of soil moisture , 1990 .

[53]  N. Chauhan,et al.  Soil moisture estimation under a vegetation cover: Combined active passive microwave remote sensing approach , 1997 .

[54]  Mehrez Zribi,et al.  New methodology for soil surface moisture estimation and its application to ENVISAT-ASAR multi-incidence data inversion , 2005 .

[55]  Martti Hallikainen,et al.  Application of ERS-1 wind scatterometer data to soil frost and soil moisture monitoring in boreal forest zone , 1998, IEEE Trans. Geosci. Remote. Sens..

[56]  Adrian K. Fung,et al.  Backscattering from a randomly rough dielectric surface , 1992, IEEE Trans. Geosci. Remote. Sens..

[57]  Yong Xue,et al.  Advanced thermal inertia modelling , 1995 .

[58]  T. Schmugge,et al.  Passive microwave sensing of soil moisture under vegetation canopies , 1982 .

[59]  Jeffrey P. Walker,et al.  Upscaling sparse ground‐based soil moisture observations for the validation of coarse‐resolution satellite soil moisture products , 2012 .

[60]  Fabio Castelli,et al.  Mutual interaction of soil moisture state and atmospheric processes , 1996 .

[61]  E. Small,et al.  Use of GPS receivers as a soil moisture network for water cycle studies , 2008 .

[62]  Yong Xue,et al.  Soil moisture retrieval from MODIS data in Northern China Plain using thermal inertia model , 2007 .

[63]  M. Temimi,et al.  A combination of remote sensing data and topographic attributes for the spatial and temporal monitoring of soil wetness , 2010 .

[64]  E. T. Engman,et al.  The L-band PBMR measurements of surface soil moisture in FIFE , 1990 .

[65]  Armando Apan,et al.  Detecting sugarcane ‘orange rust’ disease using EO-1 Hyperion hyperspectral imagery , 2004 .

[66]  C. Justice,et al.  Development of vegetation and soil indices for MODIS-EOS , 1994 .

[67]  Mehrez Zribi,et al.  Calibration of the Integral Equation Model for SAR data in C‐band and HH and VV polarizations , 2006 .

[68]  Mehrez Zribi,et al.  Potential of ASAR/ENVISAT for the characterization of soil surface parameters over bare agricultural fields , 2005 .

[69]  W. Wagner,et al.  An Intercomparison of ERS-Scat and AMSR-E Soil Moisture Observations with Model Simulations over France , 2009 .

[70]  Jeffrey P. Walker,et al.  A methodology for surface soil moisture and vegetation optical depth retrieval using the microwave polarization difference index , 2001, IEEE Trans. Geosci. Remote. Sens..

[71]  M. Friedl,et al.  Sources of variation in radiometric surface temperature over a tallgrass prairie , 1994 .

[72]  A. Robock,et al.  The International Soil Moisture Network: a data hosting facility for global in situ soil moisture measurements , 2011 .

[73]  Luca Brocca,et al.  ASCAT soil wetness index validation through in situ and modeled soil moisture data in central Italy , 2010 .

[74]  Venkat Lakshmi,et al.  Retrieval of soil moisture from passive and active L/S band sensor (PALS) observations during the Soil Moisture Experiment in 2002 (SMEX02) , 2004 .

[75]  Heather McNairn,et al.  Monitoring agricultural soil moisture extremes in Canada using passive microwave remote sensing , 2011 .

[76]  T. Carlson,et al.  An assessment of satellite remotely-sensed land cover parameters in quantitatively describing the climatic effect of urbanization , 1998 .

[77]  C. Loumagne,et al.  Analysis of TerraSAR-X data and their sensitivity to soil surface parameters over bare agricultural fields , 2008 .

[78]  Y. Kerr,et al.  Operational readiness of microwave remote sensing of soil moisture for hydrologic applications , 2007 .

[79]  R. J. Hanks,et al.  REFLECTION OF RADIANT ENERGY FROM SOILS , 1965 .

[80]  Thomas J. Jackson,et al.  High-resolution change estimation of soil moisture using L-band radiometer and Radar observations made during the SMEX02 experiments , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[81]  O. Torres,et al.  Utilizing calibrated GPS reflected signals to estimate soil reflectivity and dielectric constant: Results from SMEX02 , 2006 .

[82]  T. Schmugge,et al.  Passive microwave remote sensing system for soil moisture: some supporting research , 1989 .

[83]  Thomas J. Schmugge,et al.  Remote estimation of soil moisture availability and fractional vegetation cover for agricultural fields , 1990 .

[84]  W. Verstraeten,et al.  Soil moisture retrieval using thermal inertia, determined with visible and thermal spaceborne data, validated for European forests , 2006 .

[85]  Simon Yueh,et al.  A large-antenna microwave radiometer-scatterometer concept for ocean salinity and soil moisture sensing , 2000, IEEE Trans. Geosci. Remote. Sens..

[86]  S. Seneviratne,et al.  Investigating soil moisture-climate interactions in a changing climate: A review , 2010 .

[87]  J. Qu,et al.  NMDI: A normalized multi‐band drought index for monitoring soil and vegetation moisture with satellite remote sensing , 2007 .

[88]  Yann Kerr,et al.  Downscaling SMOS-Derived Soil Moisture Using MODIS Visible/Infrared Data , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[89]  E. Muller,et al.  Modeling soil moisture-reflectance , 2001 .

[90]  Charles A. Laymon,et al.  Polarimetric scanning radiometer C- and X-band microwave observations during SMEX03 , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[91]  Wolfram Mauser,et al.  First Results of SMOS Soil Moisture Validation in the Upper Danube Catchment , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[92]  R. Knight,et al.  Soil Moisture Measurement for Ecological and Hydrological Watershed‐Scale Observatories: A Review , 2008 .

[93]  J. Sobrino,et al.  A method to estimate soil moisture from Airborne Hyperspectral Scanner (AHS) and ASTER data: Application to SEN2FLEX and SEN3EXP campaigns , 2012 .

[94]  R. Jeu,et al.  Multisensor historical climatology of satellite‐derived global land surface moisture , 2008 .

[95]  Emanuele Santi,et al.  A Comparison of Algorithms for Retrieving Soil Moisture from ENVISAT/ASAR Images , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[96]  Qin Li,et al.  Comparison of two retrieval methods with combined passive and active microwave remote sensing observations for soil moisture , 2011, Math. Comput. Model..

[97]  Jiancheng Shi,et al.  Temporal and spatial soil moisture change pattern detection in an agricultural area using multi‐temporal Radarsat ScanSAR data , 2006 .

[98]  S. Miller,et al.  Spaceborne soil moisture estimation at high resolution: a microwave-optical/IR synergistic approach , 2003 .

[99]  Robert R. Gillies,et al.  A new look at the simplified method for remote sensing of daily evapotranspiration , 1995 .

[100]  B. Gao NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space , 1996 .

[101]  D. Lobell,et al.  Moisture effects on soil reflectance , 2002 .

[102]  Yasushi Yamaguchi,et al.  Vegetation, water and thermal stress index for study of drought in Nepal and central northeastern India , 2010 .

[103]  Cigdem Goksel,et al.  Contribution of SAR images to determination of surface moisture on the Menemen Plain, Turkey , 2009 .

[104]  D. Roberts,et al.  Relationships between GPP, Satellite Measures of Greenness and Canopy Water Content with Soil Moisture in Mediterranean-Climate Grassland and Oak Savanna , 2011 .

[105]  Brian W. Barrett,et al.  Soil Moisture Retrieval from Active Spaceborne Microwave Observations: An Evaluation of Current Techniques , 2009, Remote. Sens..

[106]  S. Running,et al.  Estimation of regional surface resistance to evapotranspiration from NDVI and thermal-IR AVHRR data , 1989 .

[107]  Y. Kerr,et al.  Evaluation of remotely sensed and modelled soil moisture products using global ground-based in situ observations , 2012 .

[108]  T. Carlson Regional‐scale estimates of surface moisture availability and thermal inertia using remote thermal measurements , 1986 .

[109]  I. Sandholt,et al.  A simple interpretation of the surface temperature/vegetation index space for assessment of surface moisture status , 2002 .

[110]  J. C. Price Thermal inertia mapping: A new view of the Earth , 1977 .

[111]  W. Wagner,et al.  Soil moisture from operational meteorological satellites , 2007 .

[112]  M. S. Moran,et al.  Appropriate scale of soil moisture retrieval from high resolution radar imagery for bare and minimally vegetated soils , 2008 .

[113]  Yong Fan,et al.  Empirically Adopted IEM for Retrieval of Soil Moisture From Radar Backscattering Coefficients , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[114]  S. Jones,et al.  A Review of Advances in Dielectric and Electrical Conductivity Measurement in Soils Using Time Domain Reflectometry , 2003 .

[115]  Robain De Keyser,et al.  Can ASCAT-derived soil wetness indices reduce predictive uncertainty in well-gauged areas? A comparison with in situ observed soil moisture in an assimilation application , 2012 .

[116]  Xingfa Gu,et al.  Evaluation of methods for soil surface moisture estimation from reflectance data , 2003 .

[117]  A. Loew Impact of surface heterogeneity on surface soil moisture retrievals from passive microwave data at the regional scale: The Upper Danube case , 2008 .

[118]  Jesús Álvarez-Mozos,et al.  Evaluation of empirical and semi-empirical backscattering models for surface soil moisture estimation , 2007 .

[119]  Philippe Richaume,et al.  Evaluation of AMSR‐E soil moisture product based on ground measurements over temperate and semi‐arid regions , 2008 .

[120]  Quazi K. Hassan,et al.  A Wetness Index Using Terrain-Corrected Surface Temperature and Normalized Difference Vegetation Index Derived from Standard MODIS Products: An Evaluation of Its Use in a Humid Forest-Dominated Region of Eastern Canada , 2007, Sensors.

[121]  S. Vicente‐Serrano,et al.  Mapping soil moisture in the central Ebro river valley (northeast Spain) with Landsat and NOAA satellite imagery: a comparison with meteorological data , 2004 .

[122]  José Martínez-Fernández,et al.  Validation of the SMOS L2 Soil Moisture Data in the REMEDHUS Network (Spain) , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[123]  Gin-Rong Liu,et al.  Estimation of aerosol optical depth by applying the optimal distance number to NOAA AVHRR data , 2002 .

[124]  François Anctil,et al.  Relationships between Radarsat SAR data and surface moisture content of agricultural organic soils , 2003 .

[125]  Philippe Richaume,et al.  SMOS Radio Frequency Interference Scenario: Status and Actions Taken to Improve the RFI Environment in the 1400–1427-MHz Passive Band , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[126]  T. Carlson,et al.  Global Croplands and Their Water Use from Remote Sensing and Nonremote Sensing Perspectives , 2011 .

[127]  Yann Kerr,et al.  The hydrosphere State (hydros) Satellite mission: an Earth system pathfinder for global mapping of soil moisture and land freeze/thaw , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[128]  Yi Y. Liu,et al.  Developing an improved soil moisture dataset by blending passive and active microwave satellite-based retrievals , 2011 .

[129]  Jean Rousselle,et al.  Mapping near‐surface soil moisture with RADARSAT‐1 synthetic aperture radar data , 2004 .

[130]  Minha Choi,et al.  A microwave-optical/infrared disaggregation for improving spatial representation of soil moisture using AMSR-E and MODIS products , 2012 .

[131]  T. Jackson,et al.  III. Measuring surface soil moisture using passive microwave remote sensing , 1993 .

[132]  Sonia Zine,et al.  Land surface parameter monitoring with ERS scatterometer data over the Sahel: A comparison between agro-pastoral and pastoral areas , 2005 .

[133]  T. Carlson An Overview of the “Triangle Method” for Estimating Surface Evapotranspiration and Soil Moisture from Satellite Imagery , 2007, Sensors (Basel, Switzerland).

[134]  W. Wagner,et al.  Fusion of active and passive microwave observations to create an Essential Climate Variable data record on soil moisture , 2012 .

[135]  Vincent P. Gutschick,et al.  Non-Lambertian Corrected Albedo and Vegetation Index for Estimating Land Evapotranspiration in a Heterogeneous Semi-Arid Landscape , 2010, Remote. Sens..

[136]  Arnaud Mialon,et al.  The SMOS Soil Moisture Retrieval Algorithm , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[137]  George P. Petropoulos,et al.  Retrievals of turbulent heat fluxes and soil moisture content by Remote Sensing , 2011 .

[138]  Samuel N. Goward,et al.  Observed relation between thermal emission and reflected spectral radiance of a complex vegetated landscape , 1985 .

[139]  Yann Kerr,et al.  Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission , 2001, IEEE Trans. Geosci. Remote. Sens..

[140]  Li Li,et al.  Global survey and statistics of radio-frequency interference in AMSR-E land observations , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[141]  Manfred Sties,et al.  Application of the Dubois-model using experimental synthetic aperture radar data for the determination of soil moisture and surface roughness , 1999 .

[142]  J. R. Eagleman,et al.  Remote sensing of soil moisture by a 21-cm passive radiometer. [onboard Skylab] , 1976 .

[143]  R. Horton,et al.  A general approach to estimate soil water content from thermal inertia , 2009 .

[144]  E. R. Stoner,et al.  Characteristic variations in reflectance of surface soils , 1981 .

[145]  Emmanouil N. Anagnostou,et al.  A combined passive/active microwave remote sensing approach for surface variable retrieval using Tropical Rainfall Measuring Mission observations , 2004 .

[146]  Wolfgang Wagner,et al.  On the Soil Roughness Parameterization Problem in Soil Moisture Retrieval of Bare Surfaces from Synthetic Aperture Radar , 2008, Sensors.

[147]  James P. Verdin,et al.  Evaluation of MODIS NDVI and NDWI for vegetation drought monitoring using Oklahoma Mesonet soil moisture data , 2008 .

[148]  D. Pratt,et al.  The thermal inertia approach to mapping of soil moisture and geology , 1979 .

[149]  E. Njoku,et al.  Passive microwave remote sensing of soil moisture , 1996 .

[150]  W. Wagner,et al.  Initial soil moisture retrievals from the METOP‐A Advanced Scatterometer (ASCAT) , 2007 .

[151]  Toby N. Carlson,et al.  Decoupling of surface and near‐surface soil water content: A remote sensing perspective , 1997 .

[152]  Yi Y. Liu,et al.  Trend-preserving blending of passive and active microwave soil moisture retrievals , 2012 .

[153]  Robert M. Lerner,et al.  Analysis of 1.4 GHz Radiometric measurements from Skylab , 1977 .

[154]  G. Petropoulos,et al.  A review of Ts/VI remote sensing based methods for the retrieval of land surface energy fluxes and soil surface moisture , 2009 .

[155]  W. Wagner,et al.  Evaluation of the agreement between the first global remotely sensed soil moisture data with model and precipitation data , 2003 .

[156]  Zhiming Zhan,et al.  Designing of the perpendicular drought index , 2007 .

[157]  Jiancheng Shi,et al.  Estimation of bare surface soil moisture and surface roughness parameter using L-band SAR image data , 1997, IEEE Trans. Geosci. Remote. Sens..

[158]  Xianjun Hao,et al.  Sensitivity studies of the moisture effects on MODIS SWIR reflectance and vegetation water indices , 2008 .

[159]  Thomas R. H. Holmes,et al.  An evaluation of AMSR–E derived soil moisture over Australia , 2009 .

[160]  Kamal Sarabandi,et al.  An empirical model and an inversion technique for radar scattering from bare soil surfaces , 1992, IEEE Trans. Geosci. Remote. Sens..

[161]  F. Baret,et al.  Relating soil surface moisture to reflectance , 2002 .

[162]  C. Ottlé,et al.  Surface soil moisture estimation from the synergistic use of the (multi-incidence and multi-resolution) active microwave ERS Wind Scatterometer and SAR data , 2003 .