L-Band Microwave Satellite Data and Model Simulations Over the Dry Chaco to Estimate Soil Moisture, Soil Temperature, Vegetation, and Soil Salinity

被引:1
|
作者
Vincent, Frederike [1 ]
Maertens, Michiel [1 ]
Bechtold, Michel [1 ]
Jobbagy, Esteban [2 ,3 ,4 ]
Reichle, Rolf H. [5 ]
Vanacker, Veerle [6 ]
Vrugt, Jasper A. [7 ]
Wigneron, Jean-Pierre [8 ]
De Lannoy, Gabrielle J. M. [1 ]
机构
[1] Katholieke Univ Leuven, Dept Earth & Environm Sci, B-3001 Heverlee, Belgium
[2] Univ Nacl San Luis, Grp Estudios Ambientales, D5700 BPB, San Luis, Argentina
[3] Univ Nacl San Luis, IMASL, D5700 BPB, San Luis, Argentina
[4] Consejo Nacl Invest Cient & Tecn, D5700 BPB, San Luis, Argentina
[5] NASA Goddard Space Flight Ctr, Global Modelling & Assimilat Off, Greenbelt, MD 20771 USA
[6] Catholic Univ Louvain, Earth & Life Inst, Georges Lemaitre Ctr Earth & Climate Res, B-1348 Louvain La Neuve, Belgium
[7] Univ Calif Irvine, Dept Civil & Environm Engn, Irvine, CA 92697 USA
[8] INRAE, Ctr Bordeaux Aquitaine, F-33140 Villenave Dornon, France
关键词
Salinity (geophysical); Soil moisture; Ocean temperature; Vegetation mapping; Land surface; L-band; Data models; L-band microwave; land surface model; salinity; soil moisture; soil moisture active passive (SMAP); soil moisture ocean salinity (SMOS); soil temperature; vegetation; RADIATIVE-TRANSFER MODEL; WATER; DEFORESTATION; UNCERTAINTY; SENSITIVITY; CALIBRATION; RETRIEVALS; VALIDATION; EMISSION; DYNAMICS;
D O I
10.1109/JSTARS.2022.3193636
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Dry Chaco in South America is a semi-arid ecoregion prone to dryland salinization. In this region, we investigated coarse-scale surface soil moisture (SM), soil temperature, soil salinity, and vegetation, using L-band microwave brightness temperature (T-B) observations and retrievals from the soil moisture ocean salinity (SMOS) and soil moisture active passive satellite missions, Catchment land surface model (CLSM) simulations, and in situ measurements within 26 sampled satellite pixels. Across these 26 sampled pixels, the satellite-based SM outperformed CLSM SM when evaluated against field data, and the forward L-band T-B simulations derived from in situ SM and soil temperature performed better than those derived from CLSM estimates when evaluated against SMOS T-B observations. The surface salinity for the sampled pixels was on average only 4 mg/g and only locally influenced the T-B simulations, when including salinity in the dielectric mixing model of the forward radiative transfer model (RTM) simulations. To explore the potential of retrieving salinity together with other RTM parameters to optimize T-B simulations over the entire Dry Chaco, the RTM was inverted using 10 years of multiangular SMOS T-B data and constraints of CLSM SM and soil temperature. However, the latter modeled SM was not sufficiently accurate and factors such as open surface water were missing in the background constraints, so that the salinity retrievals effectively represented a bulk correction of the dielectric constant, rather than salinity per se. However, the retrieval of vegetation, scattering albedo, and surface roughness resulted in realistic values.
引用
收藏
页码:6598 / 6614
页数:17
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