Title :
A New Algorithm for Soil Moisture Retrieval With L-Band Radiometer
Author :
Peng Guo ; Jiancheng Shi ; Qiang Liu ; Jinyang Du
Author_Institution :
State Key Lab. of Remote Sensing Sci., Beijing Normal Univ., Beijing, China
Abstract :
A soil moisture retrieval algorithm for bare surface using the L-band radiometer dual-polarization measurements was developed in this study. The newly developed algorithm is based on a simple semi-empirical model, the Hp model. Through analyzing the simulated database of the Advanced Integral Equation Model (AIEM) under SMAP (Soil Moisture Active and Passive) sensor configurations, it was found that the surface roughness can be cancelled out using the relationship between the V and H polarization surface reflectivity. This leads to a new method for estimation of the soil dielectric properties directly from the radiometer measurements. The simulated data and ground radiometer measurements of bare surface obtained from Beltsville Agriculture Research Center (BARC) during 1979-1981 were used for validation. The inversion accuracy with RMSE (root-mean-square error) for simulated data and bare surface experimental data are 0.014 m3 /m3 and 0.036 m3 /m3 , respectively. The soil moisture retrieval in vegetated area was performed using the PALS radiometer measurements at L-band during Soil Moisture Experiments in 2002 (SMEX02). The retrieval error was higher for the SMEX02 data, with overall RMSE of 0.043 m3 /m3 , due to the high vegetation water content. Using SMOS data in Yanco region soil moisture was retrieved and evaluated, the results are encouraging, with the RMSE of 0.043 m3 /m3 and 0.041 m3 /m3 for ascending and descending, respectively. However, the algorithm performed satisfactorily over the all surface cover conditions including bare and vegetated region.
Keywords :
geophysical techniques; radiometry; soil; surface roughness; vegetation; AD 1979 to 1981; AD 2002; AIEM; BARC; Beltsville Agriculture Research Center; H polarization surface reflectivity; Hp model; L-band radiometer dual-polarization measurements; PALS radiometer measurements; RMSE inversion accuracy; SMAP sensor configurations; SMEX02 data; SMOS data; V polarization surface reflectivity; Yanco region; advanced integral equation model; bare region; bare surface experimental data; ground radiometer measurements; high vegetation water content; retrieval error; root-mean-square error inversion accuracy; simple semiempirical model; simulated data; simulated database analysis; soil dielectric property estimation method; soil moisture active and passive sensor configurations; soil moisture experiments; soil moisture retrieval algorithm; surface cover conditions; surface roughness; vegetated area; vegetated region; L-band; Microwave radiometry; Rough surfaces; Soil measurements; Soil moisture; Surface roughness; L-band; SMAP; radiometer; soil moisture;
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2013.2244852