Soil moisture mapping over the central part of the Tibetan Plateau using a series of ASAR WS images

Abstract The wide swath (WS) and global monitoring (GM) modes of the Advanced Synthetic Aperture Radar (ASAR) provide for monitoring purposes a good compromise between the spatial coverage, spatial resolution and revisit time. Similar imaging modes will be a part of the Sentinel-1 SAR sensing system. A consequence of operating at the wider swath is, however, the rather large view angle range (about 16–43°), which needs to be corrected for if biophysical variables are to be retrieved from these data sets. A soil moisture retrieval algorithm based on the Integral Equation Method (IEM) scattering model is presented that explicitly simulates the backscatter as a function of the incidence angle instead of normalizing. This algorithm is applied to 150 ASAR WS scenes collected from April 2005 to September 2007 over the central part of the Tibetan Plateau. We selected three of these images covering the study area at different view angles during the winter season for the IEM roughness derivation. Subsequently, soil moisture is retrieved from the entire σ o data sets via inversion of the IEM model with the obtained roughness parameters as input. The retrievals are validated against soil moisture measured from July 2006 to September 2007 at four sites representative for a 10 × 10 km 2 area. Further, the uncertainties following from assumptions made for the development of the algorithm are also quantified.

[1]  I. Champion,et al.  The field row direction relative to the radar azimuth considered as an apparent surface roughness for smooth bare soils , 1996 .

[2]  P. Rosnay,et al.  Surface soil moisture estimation over the AMMA Sahelian site in Mali using ENVISAT/ASAR data , 2007 .

[3]  M. S. Moran,et al.  Comparison of four models to determine surface soil moisture from C‐band radar imagery in a sparsely vegetated semiarid landscape , 2006 .

[4]  Toshio Koike,et al.  Determination of regional distributions and seasonal variations of land surface heat fluxes from Landsat‐7 Enhanced Thematic Mapper data over the central Tibetan Plateau area , 2006 .

[5]  F. Ulaby,et al.  Microwave Dielectric Behavior of Wet Soil-Part II: Dielectric Mixing Models , 1985, IEEE Transactions on Geoscience and Remote Sensing.

[6]  Sylvie Le Hégarat-Mascle,et al.  Soil moisture estimation from ERS/SAR data: toward an operational methodology , 2002, IEEE Trans. Geosci. Remote. Sens..

[7]  Thomas J. Jackson,et al.  Estimating soil water‐holding capacities by linking the Food and Agriculture Organization Soil map of the world with global pedon databases and continuous pedotransfer functions , 2000 .

[8]  Roger H. Lang,et al.  Effects of corn on C- and L-band radar backscatter: A correction method for soil moisture retrieval , 2010 .

[9]  Rajat Bindlish,et al.  Multifrequency Soil Moisture Inversion from SAR Measurements with the Use of IEM , 2000 .

[10]  Mike Schwank,et al.  Microwave L-band emission of freezing soil , 2004, IEEE Transactions on Geoscience and Remote Sensing.

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

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

[13]  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.

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

[15]  M. Mancini,et al.  Retrieving Soil Moisture Over Bare Soil from ERS 1 Synthetic Aperture Radar Data: Sensitivity Analysis Based on a Theoretical Surface Scattering Model and Field Data , 1996 .

[16]  Paul R. Houser,et al.  Requirements of a global near-surface soil moisture satellite mission: accuracy, repeat time, and spatial resolution , 2004 .

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

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

[19]  U. Wegmüller The effect of freezing and thawing on the microwave signatures of bare soil. , 1990 .

[20]  M. Zribi,et al.  A new empirical model to retrieve soil moisture and roughness from C-band radar data , 2003 .

[21]  Z. Su,et al.  Dynamics in land-surface conditions on the Tibetan Plateau observed by Advanced Synthetic Aperture Radar (ASAR) , 2009 .

[22]  Laura Dente,et al.  Using a priori information to improve soil moisture retrieval from ENVISAT ASAR AP data in semiarid regions , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[23]  Manfred Zink,et al.  Calibration and early results of the ASAR on ENVISAT , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[24]  Malcolm Davidson,et al.  Parameterization of tillage-induced single-scale soil roughness from 4-m profiles , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[25]  M. Ek,et al.  Influence of thermodynamic soil and vegetation parameterizations on the simulation of soil temperature states and surface fluxes by the Noah LSM over a Tibetan plateau site , 2009 .

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

[27]  Zhongbo Su,et al.  Determination of land surface temperature and soil moisture from Tropical Rainfall Measuring Mission/Microwave Imager remote sensing data , 2003 .

[28]  Rogier van der Velde,et al.  Soil moisture mapping over the Chinese Loess Plateau using ENVISAT/ASAR data , 2009 .

[29]  Mehrez Zribi,et al.  Soil moisture mapping based on ASAR/ENVISAT radar data over a Sahelian region , 2007 .

[30]  Wolfgang Wagner,et al.  Using ENVISAT ASAR Global Mode Data for Surface Soil Moisture Retrieval Over Oklahoma, USA , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[31]  Niko E. C. Verhoest,et al.  Assessment of the operational applicability of RADARSAT-1 data for surface soil moisture estimation , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[32]  Shaun Quegan,et al.  Variability in ERS scatterometer measurements over land , 2000, IEEE Trans. Geosci. Remote. Sens..

[33]  Mehrez Zribi,et al.  Soil moisture estimation using multi‐incidence and multi‐polarization ASAR data , 2006 .

[34]  Malcolm Davidson,et al.  On the characterization of agricultural soil roughness for radar remote sensing studies , 2000, IEEE Trans. Geosci. Remote. Sens..

[35]  Christian Mätzler,et al.  Passive microwave signatures of landscapes in winter , 1994 .

[36]  B. Holt,et al.  Overview of LIMEX'87 ice observations , 1989 .

[37]  A. Beaudoin,et al.  SAR observations and modeling of the C-band backscatter variability due to multiscale geometry and soil moisture , 1990 .

[38]  Dirk H. Hoekman,et al.  Determining land-surface parameters from the ERS wind scatterometer , 2000, IEEE Trans. Geosci. Remote. Sens..

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

[40]  Jean-Pierre Wigneron,et al.  Estimation of Watershed Soil Moisture Index from ERS/SAR Data , 2000 .

[41]  Alicia T. Joseph,et al.  Soil Moisture Retrieval During a Corn Growth Cycle Using L-Band (1.6 GHz) Radar Observations , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[42]  Zhongbo Su,et al.  Impact of Soil Moisture Dynamics on ASAR σo Signatures and Its Spatial Variability Observed over the Tibetan Plateau , 2008, Sensors.

[43]  T. Jackson,et al.  Mapping near-surface soil moisture on regional scale using ERS-2 SAR data , 2003 .

[44]  Z. Su,et al.  Remote sensing of bare surface soil moisture using EMAC/ESAR data , 1997 .

[45]  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..

[46]  Ralf Ludwig,et al.  Derivation of surface soil moisture from ENVISAT ASAR wide swath and image mode data in agricultural areas , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[47]  Thomas J. Jackson,et al.  Mapping surface roughness and soil moisture using multi-angle radar imagery without ancillary data , 2008 .

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

[49]  Frédéric Baup,et al.  Radar Signatures of Sahelian Surfaces in Mali Using ENVISAT-ASAR Data , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[50]  Thomas J. Jackson,et al.  Surface Soil Moisture Retrieval and Mapping Using High-Frequency Microwave Satellite Observations in the Southern Great Plains , 2002 .

[51]  Zhongbo Su,et al.  A time series based method for estimating relative soil moisture with ERS wind scatterometer data , 2003 .

[52]  Peter Troch,et al.  Assimilation of active microwave observation data for soil moisture profile estimation , 2000 .