Arid
DOI10.1109/JSTARS.2014.2325398
A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula
Piles, Maria1,2; Sanchez, Nilda3,4; Vall-llossera, Merce1,2; Camps, Adriano1,2; Martinez-Fernandez, Jose3,5; Martinez, Justino2,6; Gonzalez-Gambau, Veronica2,6
通讯作者Piles, Maria
来源期刊IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
ISSN1939-1404
EISSN2151-1535
出版年2014
卷号7期号:9页码:3845-3857
英文摘要

The ESA’s Soil Moisture and Ocean Salinity (SMOS) mission is the first satellite devoted to measure the Earth’s surface soil moisture. It has a spatial resolution of similar to 40 km and a 3-day revisit. In this paper, a downscaling algorithm is presented as a new ability to obtain multiresolution soil moisture estimates from SMOS using visible-to-infrared remotely sensed observations. This algorithm is applied to combine 2 years of SMOS and MODIS Terra/Aqua data over the Iberian Peninsula into fine-scale (1 km) soil moisture estimates. Disaggregated soil moisture maps are compared to 0-5 cm ground-based measurements from the REMEDHUS network. Three matching strategies are employed: 1) a comparison at 40 km spatial resolution is undertaken to ensure SMOSsensitivity is preserved in the downscaled maps; 2) the spatio-temporal correlation of downscaled maps is analyzed through comparison with point-scale observations; and 3) high-resolution maps and ground-based observations are aggregated per land-use to identify spatial patterns related with vegetation activity and soil type. Results show that the downscaling method improves the spatial representation of SMOS coarse soil moisture estimates while maintaining temporal correlation and root mean squared differences with ground-based measurements. The dynamic range of in situ soil moisture measurements is reproduced in the high-resolution maps, including stations with different mean soil wetness conditions. Downscaled maps capture the soil moisture dynamics of general land uses, with the exception of irrigated crops. This evaluation study supports the use of this downscaling approach to enhance the spatial resolution of SMOS observations over semi-arid regions such as the Iberian Peninsula.


英文关键词Dissagregation downscaling Moderate resolution Imaging Spectroradiometer (MODIS) REMEDHUS Soil Moisture and Ocean Salinity (SMOS) soil moisture
类型Article ; Proceedings Paper
语种英语
国家Spain
收录类别SCI-E ; CPCI-S
WOS记录号WOS:000344992200017
WOS关键词VALIDATION ; PERFORMANCE
WOS类目Engineering, Electrical & Electronic ; Geography, Physical ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/182542
作者单位1.Univ Politecn Cataluna, Remote Sensing Lab IEEC, E-08034 Barcelona, Spain;
2.SMOS BEC, Barcelona 08003, Spain;
3.Univ Salamanca USAL, Ctr Hispanoluso Invet Agr CIALE, Villamayor 37185, Spain;
4.USAL, Dept Ingn Cartog & Terreno, Avila 05003, Spain;
5.USAL, Dept Geog, Salamanca 37002, Spain;
6.CSIC, Inst Ciencies Mar, Dept Oceanog Fis & Tecnol, E-08003 Barcelona, Spain
推荐引用方式
GB/T 7714
Piles, Maria,Sanchez, Nilda,Vall-llossera, Merce,et al. A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula[J],2014,7(9):3845-3857.
APA Piles, Maria.,Sanchez, Nilda.,Vall-llossera, Merce.,Camps, Adriano.,Martinez-Fernandez, Jose.,...&Gonzalez-Gambau, Veronica.(2014).A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,7(9),3845-3857.
MLA Piles, Maria,et al."A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 7.9(2014):3845-3857.
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