Assessment and Validation of AirMOSS P-Band Root-Zone Soil Moisture Products

被引:18
作者
Tabatabaeenejad, Alireza [1 ]
Chen, Richard H. [2 ]
Burgin, Mariko S. [2 ]
Duan, Xueyang [2 ]
Cuenca, Richard H. [3 ]
Cosh, Michael H. [4 ]
Scott, Russell L. [5 ]
Moghaddam, Mahta [1 ]
机构
[1] Univ Southern Calif, Ming Hsieh Dept Elect & Comp Engn, Los Angeles, CA 90089 USA
[2] CALTECH, Jet Prop Lab, 4800 Oak Grove Dr, Pasadena, CA 91109 USA
[3] Oregon State Univ, Corvallis, OR 97331 USA
[4] ARS, USDA, Beltsville, MD 20705 USA
[5] ARS, USDA, Tucson, AZ 85719 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2020年 / 58卷 / 09期
关键词
Soil moisture; Forestry; Atmospheric modeling; Synthetic aperture radar; Radar remote sensing; Airborne microwave observatory of subcanopy and subsurface (AirMOSS); discrete-scatterer radar model; inverse problem; P-band radar; remote sensing; retrieval; root-zone soil moisture (RZSM); simulated annealing; RADAR; BACKSCATTERING; RETRIEVAL; MODEL;
D O I
10.1109/TGRS.2020.2974976
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The Airborne Microwave Observatory of Subcanopy and Subsurface (AirMOSS) P-band synthetic aperture radar (SAR) was flown more than 1200 h from August 2012 to September 2015, covering regions of 2500 km(2) spread over nine major biomes in North America. The flights, as a part of the NASA AirMOSS Earth Venture Suborbital 1 (EVS-1) mission, collected radar data used to map root-zone soil moisture (RZSM) at 3-arcsec resolution. We previously reported the baseline retrieval algorithm and demonstrated its performance for a semiarid shrubland (Walnut Gulch, AZ, USA); we represented the RZSM profile as a continuous quadratic function and solved a radar scattering nonlinear optimization problem to obtain the unknown polynomial coefficients. In this article, we expand the retrievals to other AirMOSS sites that, in addition to the semiarid shrubland, include grassland and crops (MOISST, OK, USA), woody savanna (Tonzi Ranch, CA, USA), temperate conifer forest (Metolius, OR, USA), and boreal forest (Saskatchewan, Canada). Due to a wide range of land covers, soil types, and soil moisture regimes, we parameterize the forward model and constrain the inverse algorithm for each site separately. We present the full set of retrievals for these sites, validating the results against in situ observations. Error sources and strategies to minimize their effects are discussed. The concept of sensing depth is introduced. We find that the retrieval errors are smallest for the top 25 cm of soil with a root-mean-square error (RMSE) of less than 0.05 m(3)/m(3). The RMSE remains around 0.06 m(3)/m(3) even for depths reaching 45 cm, which is the typical sensing depth for the sites considered. These AirMOSS RZSM products (known as Level-2/3 RZSM, or L2/3-RZSM, products) are the first of their kind in that it is the first time RZSM has been retrieved directly from remote sensing observation.
引用
收藏
页码:6181 / 6196
页数:16
相关论文
共 22 条
[1]  
[Anonymous], **DATA OBJECT**, DOI DOI 10.3334/0RNLDAAC/1418
[2]  
[Anonymous], **DATA OBJECT**, DOI DOI 10.3334/0RNLDAAC/1421
[3]   A Generalized Radar Backscattering Model Based on Wave Theory for Multilayer Multispecies Vegetation [J].
Burgin, Mariko ;
Clewley, Daniel ;
Lucas, Richard M. ;
Moghaddam, Mahta .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (12) :4832-4845
[4]  
Chapin E., 2012, 2012 IEEE Radar Conference (RadarCon), P693, DOI 10.1109/RADAR.2012.6212227
[5]  
Crow WT, 2018, IEEE J-STARS, V11, P4578, DOI [10.1109/JSTARS.2018.2865251, 10.1109/jstars.2018.2865251]
[6]   Interpretation of In Situ Observations in Support of P-Band Radar Retrievals [J].
Cuenca, Richard H. ;
Hagimoto, Yutaka ;
Ring, Theresa M. ;
Beamer, Jordan P. .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2016, 9 (07) :3122-3130
[7]   MEASURING SOIL-MOISTURE WITH IMAGING RADARS [J].
DUBOIS, PC ;
VANZYL, J ;
ENGMAN, T .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1995, 33 (04) :915-926
[8]   MODELING AND OBSERVATION OF THE RADAR POLARIZATION SIGNATURE OF FORESTED AREAS [J].
DURDEN, SL ;
VANZYL, JJ ;
ZEBKER, HA .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1989, 27 (03) :290-301
[9]   BACKSCATTERING FROM A RANDOMLY ROUGH DIELECTRIC SURFACE [J].
FUNG, AK ;
LI, ZQ ;
CHEN, KS .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (02) :356-369
[10]   Soil Moisture Retrieval Using Time-Series Radar Observations Over Bare Surfaces [J].
Kim, Seung-Bum ;
Tsang, Leung ;
Johnson, Joel T. ;
Huang, Shaowu ;
van Zyl, Jakob J. ;
Njoku, Eni G. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (05) :1853-1863