期刊
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
卷 59, 期 9, 页码 7308-7321出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TGRS.2020.3033887
关键词
Sensitivity; Correlation; Time series analysis; Scattering; Moisture; Vegetation mapping; Vegetation; Radiative transfer (RT); synthetic aperture radar (SAR); scattering model; Sentinel-1 (S-1); soil moisture
类别
资金
- Scientific Exploitation of Operational Missions (SEOM) Program of the European Space Agency through the Project Exploitation of S-1 for Surface Soil Moisture Retrieval at High Resolution (Exploit-S-1) [ESA 4000118762/16/I-NB]
- Italian Space Agency (ASI) [CUP F82F16001040005]
- Innovation Fund Denmark (MOIST) [7049-00004B]
This article investigates the sensitivity of Sentinel-1 (S-1) to surface soil moisture (SSM) at different incidence angles through experimental and numerical studies, finding that high incidence angles affect S-1 signals through soil attenuation and double bounce scattering.
Approximately, 30% of the Sentinel-1 (S-1) swath over land is imaged with incidence angles higher than 40 degrees. Still, the interplay among the scattering mechanisms taking place at such a high incidence and their implications on the backscatter information content is often disregarded. This article investigates, through an experimental and numerical study, the S-1 sensitivity to the surface soil moisture (SSM) over agricultural fields observed at low (similar to 33 degrees) and high (similar to 43 degrees) incidence angles and quantifies the impact of the incidence angle on the SSM retrieval accuracy. The study sites are the Apulian Tavoliere (Italy) and REd de MEDicion de la HUmedad del Suelo (REMEDHUS) (Spain), which are both instrumented with a hydrologic network continuously measuring SSM. At low incidence angles, results confirm that for crops such as wheat and barley, dominated in C-band by surface scattering, there exists a good sensitivity of S-1 VV to SSM. At high incidence angles, the sensitivity to SSM holds through the combination of the soil attenuated and double bounce scattering. Conversely, over crops dominated by volume scattering, such as sugar beet, the S-1 VV signal is not correlated with the in situ SSM observations, neither at low nor at high incidence. For all the crops, the sensitivity of S-1 to SSM in VH is found significantly lower than in VV. The impact of the incidence angle on the SSM retrieval has been studied with a recursive algorithm based on a short-term change detection approach. An upper and lower bounds for the worsening of the S-1 VV retrieval performance at far versus near range observations have been estimated. In the worst-case scenario, the root mean square error (RMSE) increases from similar to 0.056 m(3)/m(3), at low incidence, to similar to 0.071 m(3)/m(3), at high incidence. The mechanism that lowers the retrieval accuracy at high incidence angles is further investigated in the synthetic experiment and its impact on the RMSE is estimated in terms of the volume scattering contribution.
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