Soil Moisture Estimation Using Atmospherically Corrected C-Band InSAR Data

被引:10
|
作者
Mira, Nuno Cirne [1 ,2 ]
Catalao, Joao [2 ]
Nico, Giovanni [3 ,4 ]
Mateus, Pedro [2 ]
机构
[1] Acad Mil, Mil Acad Res Ctr CINAMIL, P-2720113 Amadora, Portugal
[2] Univ Lisbon, Fac Ciencias, Inst Dom Luiz IDL, P-1749016 Lisbon, Portugal
[3] CNR, Ist Applicaz Calcolo IAC, I-70126 Bari, Italy
[4] St Petersburg State Univ SPSU, Dept Cartog & Geoinformat, Inst Earth Sci, St Petersburg 199034, Russia
关键词
Soil moisture; Avalanche photodiodes; Atmospheric modeling; Time series analysis; Synthetic aperture radar; Moisture measurement; Delays; Atmospheric phase delay (APD); soil moisture; synthetic aperture radar (SAR); SAR interferometry (InSAR); PRECIPITABLE WATER-VAPOR; RADAR INTERFEROMETRY; PHASE;
D O I
10.1109/TGRS.2021.3109450
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
A methodology to generate calibrated maps of soil moisture from C-band synthetic aperture radar (SAR) images processed by SAR interferometry (InSAR) technique is presented. The proposed methodology uses atmospheric phase delay (APD) maps obtained from a time series of Sentinel-1 interferograms, to disentangle the APD and soil moisture contributions to Sentinel-1 interferograms. We show how the high spatial resolution and short temporal baseline of Sentinel-1 image can help to estimate soil moisture using a daisy chain InSAR processing. The estimated soil moisture maps are compared with in situ data collected by five soil moisture sensors installed in an experimental field, characterized by bare soil, located close to Lisbon, Portugal. Results show that after removing the APD effects in SAR interferogram, there is a correction of the bias in the soil moisture estimation and an improvement in the correlation coefficient with the soil moisture measurements, from 0.38 to 0.78. Soil moisture changes were measured during a sequence of rain events in the winter season. A root-mean-square (rms) error less than 0.04 m(3)/m(3) was found over a variety of meteorological conditions.
引用
收藏
页数:9
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