DocumentCode :
3600984
Title :
Evaluation of Dielectric Mixing Models for Passive Microwave Soil Moisture Retrieval Using Data From ComRAD Ground-Based SMAP Simulator
Author :
Srivastava, Prashant K. ; O´Neill, Peggy ; Cosh, Michael ; Kurum, Mehmet ; Lang, Roger ; Joseph, Alicia
Author_Institution :
Hydrol. Sci. Lab., NASA Goddard Space Flight Center, Greenbelt, MD, USA
Volume :
8
Issue :
9
fYear :
2015
Firstpage :
4345
Lastpage :
4354
Abstract :
Soil moisture measurements are required to improve our understanding of hydrological processes and linkages between the Earth´s water, energy, and carbon cycles. The efficient retrieval of soil moisture depends on various factors among which soil dielectric mixing models are considered to be an important factor. The main objective of this work focuses on testing different dielectric models-Mironov et al., Dobson et al., Wang and Schmugge, and Hallikainen et al.-for soil moisture retrieval using the combined radar/radiometer (ComRAD) ground-based L-band simulator system, which serves as a simulator for the instruments on NASA´s soil moisture active passive (SMAP) mission scheduled for launch in early next year. The single-channel algorithm at H polarization (SCA-H) version of the tau-omega model was used for soil moisture retrieval. A summer field experiment was conducted in 2012 at the United States Department of Agriculture (USDA) test site from which ComRAD measurements and validation samples of soil moisture were collected using theta probes and in situ sensors. The highest performance statistics combination in terms of high correlation (r), low root-mean-square error (RMSE), and least bias has been obtained with SCA-H using the Mironov dielectric model (r = 0.79; RMSE = 0.04 m3/m3; bias = 0.01) followed by Dobson (r = 0.76; RMSE = 0.04 m3/m3, bias = -0.01), Wang and Schmugge (r = 0.79; RMSE = 0.04 m3/m3, bias = 0.02) and Hallikainen (r = 0.76; RMSE = 0.06 m3/m3, bias = 0.04). Although the performance of the four dielectric models is relatively comparable, this analysis indicates that the Mironov dielectric model is marginally better than others for passive-only microwave soil moisture retrieval and could be a useful choice for SMAP satellite soil moisture retrieval.
Keywords :
ground penetrating radar; hydrology; moisture; radiometry; remote sensing by radar; soil; AD 2012; ComRAD ground-based SMAP simulator; ComRAD measurements; Dobson dielectric model; Earth energy; Earth water; H polarization; Hallikainen dielectric model; Mironov dielectric model; NASA SMAP mission; SMAP satellite soil moisture retrieval; USDA test site; United States Department of Agriculture; Wang-Schmugge dielectric model; carbon cycle; combined radar-radiometer; ground-based L-band simulator system; hydrological processes; in situ sensor; passive microwave soil moisture retrieval; passive-only microwave soil moisture retrieval; root-mean-square error; single-channel algorithm; soil dielectric mixing model; soil moisture active passive; soil moisture measurements; summer field experiment; tau-omega model; theta probe; Dielectrics; Microwave measurement; Microwave radiometry; Soil measurements; Soil moisture; Temperature measurement; Combined radar/radiometer (ComRAD); L band; dielectric models; single-channel algorithm (SCA); soil moisture;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2014.2372031
Filename :
6987246
Link To Document :
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