Assessing SMAP Soil Moisture Scaling and Retrieval in the Carman (Canada) Study Site

被引:64
作者
Bhuiyan, Hassan A. K. M. [1 ]
McNairn, Heather [2 ]
Powers, Jarrett [1 ]
Friesen, Matthew [1 ]
Pacheco, Anna [2 ]
Jackson, Thomas J. [3 ]
Cosh, Michael H. [3 ]
Colliander, Andreas [4 ]
Berg, Aaron [5 ]
Rowlandson, Tracy [5 ]
Bullock, Paul [6 ]
Magagi, Ramata [7 ]
机构
[1] Agr & Agri Food Canada, Sci & Technol Branch, 200-303 Main St, Winnipeg, MB R3C 3G7, Canada
[2] Agr & Agri Food Canada, Sci & Technol Branch, 960 Carling Ave, Ottawa, ON K1A 0C6, Canada
[3] USDA ARS, Hydrol & Remote Sensing Lab, Beltsville, MD 20705 USA
[4] CALTECH, Jet Prop Lab, 4800 Oak Grove Dr, Pasadena, CA 91125 USA
[5] Univ Guelph, Dept Geog, Guelph, ON N1G 2W1, Canada
[6] Univ Manitoba, Dept Soil Sci, Winnipeg, MB R3T 2N2, Canada
[7] Univ Sherbrooke, Dept Geomat Appl, Sherbrooke, PQ J1K 2R1, Canada
关键词
WATER CONTENT; SURFACE; CALIBRATION; VALIDATION; MODEL; HYDROLOGY; IMPACT;
D O I
10.2136/vzj2018.07.0132
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In 2015, NASA launched the Soil Moisture Active Passive (SMAP) satellite. Data from this satellite are being exploited to improve forecasting of extreme weather events and delivery of disaster response. International core validation sites (CVSs) have been contributing in situ soil moisture data to validate and calibrate SMAP soil moisture products. Overall the soil moisture retrieval errors have exceeded SMAP's mission requirement (errors below 0.04 m(3) m(-3)), with the exception of some sites of annual cropland as present at the Carman (Canada) CVS. In 2016, a SMAP validation experiment was conducted at the Canadian site in Manitoba (SMAPVEX16-MB) in an attempt to understand the differences between the SMAP soil moisture retrievals and the permanent in situ network observations. The research presented here analyzed the performance of this network in representing soil moisture within a SMAP pixel and tested five upscaling approaches. Comparisons between the permanent network and SMAPVEX16-MB measurements (from temporary stations and field measures) confirmed agreement among these three sources of soil moisture measures. The SMAP soil moisture values were compared with in situ soil moisture upscaled from the four tested approaches as well as soil moisture estimated by the NOAH Land Surface Model (LSM). There were similar discrepancies when analyzing all methods (RMSE 0.072-0.074 m(3) m(-3) for the four upscaling methods; 0.076 m(3) m(-3) for the LSM approach), yielding no reduction in the soil moisture RMSE for this site. The SMAP team will continue to investigate other factors that may be contributing to errors above 0.04 m(3) m(-3) at these annually cropped CVSs.
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页数:14
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