Soil Hydraulic Parameters and Surface Soil Moisture of a Tilled Bare Soil Plot Inversely Derived from L‐Band Brightness Temperatures

We coupled a radiative transfer model and a soil hydrologic model (HYDRUS 1D) with an optimization routine to derive soil hydraulic parameters, surface roughness, and soil moisture of a tilled bare soil plot using measured brightness temperatures at 1.4 GHz (L-band), rainfall, and potential soil evaporation. The robustness of the approach was evaluated using five 28-d data sets representing different meteorological conditions. We considered two soil hydraulic property models: the unimodal Mualem–van Genuchten and the bimodal model of Durner. Microwave radiative transfer was modeled by three different approaches: the Fresnel equation with depth-averaged dielectric permittivity of either 2- or 5-cm-thick surface layers and a coherent radiative transfer model (CRTM) that accounts for vertical gradients in dielectric permittivity. Brightness temperatures simulated by the CRTM and the 2-cm-layer Fresnel model fitted well to the measured ones. L-band brightness temperatures are therefore related to the dielectric permittivity and soil moisture in a 2-cm-thick surface layer. The surface roughness parameter that was derived from brightness temperatures using inverse modeling was similar to direct estimates from laser profiler measurements. The laboratory-derived water retention curve was bimodal and could be retrieved consistently for the different periods from brightness temperatures using inverse modeling. A unimodal soil hydraulic property function underestimated the hydraulic conductivity near saturation. Surface soil moisture contents simulated using retrieved soil hydraulic parameters were compared with in situ measurements. Depth-specific calibration relations were essential to derive soil moisture from near-surface installed sensors.

[1]  N. M. Mattikalli,et al.  Microwave remote sensing of temporal variations of brightness temperature and near‐surface soil water content during a watershed‐scale field experiment, and its application to the estimation of soil physical properties , 1998 .

[2]  Thomas J. Jackson,et al.  Aircraft based soil moisture retrievals under mixed vegetation and topographic conditions , 2008 .

[3]  Richard K. Moore,et al.  Radar remote sensing and surface scattering and emission theory , 1986 .

[4]  Yann Kerr,et al.  A simple parameterization of the L-band microwave emission from rough agricultural soils , 2001, IEEE Trans. Geosci. Remote. Sens..

[5]  Arnaud Mialon,et al.  Comparison of Two Bare-Soil Reflectivity Models and Validation With L-Band Radiometer Measurements , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[6]  S. Islam,et al.  Estimation of Soil Physical Properties Using Remote Sensing and Artificial Neural Network , 2000 .

[7]  François Jonard,et al.  Mapping Field-Scale Soil Moisture With L-Band Radiometer and Ground-Penetrating Radar Over Bare Soil , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[8]  Marcel G. Schaap,et al.  Improved Prediction of Unsaturated Hydraulic Conductivity with the Mualem‐van Genuchten Model , 2000 .

[9]  P. Lammers,et al.  Estimating surface porosity by roughness measurement in a silt-loam field , 2006 .

[10]  Richard K. Moore,et al.  Microwave Remote Sensing, Active and Passive , 1982 .

[11]  Van Genuchten,et al.  A closed-form equation for predicting the hydraulic conductivity of unsaturated soils , 1980 .

[12]  P. O’neill,et al.  Estimating Soil Hydraulic Parameters Using Passive Microwave Data , 1986, IEEE Transactions on Geoscience and Remote Sensing.

[13]  Urs Wegmüller,et al.  ELBARA II, an L-Band Radiometer System for Soil Moisture Research , 2009, Sensors.

[14]  Y. Kerr,et al.  Effective soil moisture sampling depth of L-band radiometry: A case study , 2010 .

[15]  T. Schmugge Remote sensing of soil moisture , 1976 .

[16]  C. A. Onstad,et al.  Tillage and rainfall effects on random roughness: A review , 1987 .

[17]  Yann Kerr,et al.  L-Band Radiative Properties of Vine Vegetation at the MELBEX III SMOS Cal/Val Site , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[18]  S. Sorooshian,et al.  Shuffled complex evolution approach for effective and efficient global minimization , 1993 .

[19]  Buford Randall Jean,et al.  Soil Moisture Information And Thermal Microwave Emission , 1982, IEEE Transactions on Geoscience and Remote Sensing.

[20]  André Chanzy,et al.  Accuracy of top soil moisture simulation using a mechanistic model with limited soil characterization , 2008 .

[21]  T. Schmugge,et al.  An Empirical Model for the Complex Dielectric Permittivity of Soils as a Function of Water Content , 1980, IEEE Transactions on Geoscience and Remote Sensing.

[22]  W. Durner Hydraulic conductivity estimation for soils with heterogeneous pore structure , 1994 .

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

[24]  Jean-Pierre Wigneron,et al.  Estimating the Effective Soil Temperature at L-Band as a Function of Soil Properties , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[25]  A. Fung Microwave Scattering and Emission Models and their Applications , 1994 .

[26]  R. Schulin,et al.  Calibration of time domain reflectometry for water content measurement using a composite dielectric approach , 1990 .

[27]  Mathieu Javaux,et al.  Revisiting Vereecken Pedotransfer Functions: Introducing a Closed‐Form Hydraulic Model , 2009 .

[28]  A. Shutko,et al.  Microwave Radiometry of Lands under Natural and Artificial Moistening , 1982, IEEE Transactions on Geoscience and Remote Sensing.

[29]  Johan Alexander Huisman,et al.  Mapping the spatial variation of soil water content at the field scale with different ground penetrating radar techniques , 2007 .

[30]  P. de Rosnay,et al.  A new parameterization of the effective temperature for L band radiometry , 2006 .

[31]  Evert Slob,et al.  Remote Estimation of the Hydraulic Properties of a Sand Using Full‐Waveform Integrated Hydrogeophysical Inversion of Time‐Lapse, Off‐Ground GPR Data , 2009 .

[32]  A. Fung,et al.  Microwave Remote Sensing Active and Passive-Volume III: From Theory to Applications , 1986 .

[33]  B. I. Vichev,et al.  Near-surface moisture profile effects on the microwave emission of bare soils , 1995, 1995 International Geoscience and Remote Sensing Symposium, IGARSS '95. Quantitative Remote Sensing for Science and Applications.

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

[35]  Lutz Weihermüller,et al.  Estimation of Soil Hydraulic Parameters in the Field by Integrated Hydrogeophysical Inversion of Time‐Lapse Ground‐Penetrating Radar Data , 2012 .

[36]  Y. Mualem A New Model for Predicting the Hydraulic Conductivity , 1976 .

[37]  L. S. Pereira,et al.  Crop evapotranspiration : guidelines for computing crop water requirements , 1998 .

[38]  N. M. Mattikalli,et al.  Estimating soil properties from microwave measurements of soil moisture , 1995, Remote Sensing.

[39]  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..

[40]  E. Russell,et al.  Soil Physics , 1941, Nature.

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

[42]  James R. Wang,et al.  Microwave Emission from Smooth Bare Fields and Soil Moisture Sampling Depth , 1987, IEEE Transactions on Geoscience and Remote Sensing.

[43]  Eckart Priesack,et al.  Closed‐Form Expression for the Multi‐Modal Unsaturated Conductivity Function , 2006 .

[44]  Christian Mätzler,et al.  ELBARA, the ETH L-band radiometer for soil-moisture research , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[45]  Tsan Mo,et al.  A parameterization of effective soil temperature for microwave emission , 1982 .

[46]  Y. Kerr,et al.  The SMOS Mission: New Tool for Monitoring Key Elements of the Global Water Cycle This satellite mission will use new algorithms to try to forecast weather and estimate climate change from satellite measurements of the Earth's surface. , 2010 .

[47]  T. Harter,et al.  Upscaling Hydraulic Properties and Soil Water Flow Processes in Heterogeneous Soils: A Review , 2007 .

[48]  Irena Hajnsek,et al.  A Network of Terrestrial Environmental Observatories in Germany , 2011 .

[49]  Thomas J. Jackson,et al.  Passive microwave observation of diurnal surface soil moisture , 1997, IEEE Trans. Geosci. Remote. Sens..

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

[51]  J. Vrugt,et al.  On the value of soil moisture measurements in vadose zone hydrology: A review , 2008 .

[52]  Yann Kerr,et al.  Two-year global simulation of L-band brightness temperatures over land , 2003, IEEE Trans. Geosci. Remote. Sens..

[53]  Jan Vanderborght,et al.  Brightness Temperature and Soil Moisture Validation at Different Scales During the SMOS Validation Campaign in the Rur and Erft Catchments, Germany , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[54]  A. P. Annan,et al.  Electromagnetic determination of soil water content: Measurements in coaxial transmission lines , 1980 .

[55]  Eleanor J. Burke,et al.  Using a modeling approach to predict soil hydraulic properties from passive microwave measurements , 1998, IEEE Trans. Geosci. Remote. Sens..

[56]  Arnaud Mialon,et al.  Evaluating an Improved Parameterization of the Soil Emission in L-MEB , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[57]  Joost C. B. Hoedjes,et al.  SMOSREX: A long term field campaign experiment for soil moisture and land surface processes remote sensing , 2006 .