Standing water effect on soil moisture retrieval from L-band passive microwave observations

被引:28
|
作者
Ye, N. [1 ]
Walker, J. P. [1 ]
Guerschman, J. [2 ]
Ryu, D. [3 ]
Gurney, R. J. [4 ,5 ]
机构
[1] Monash Univ, Dept Civil Engn, Clayton, Vic 3800, Australia
[2] CSIRO, Land & Water Div, Clayton, Vic, Australia
[3] Univ Melbourne, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia
[4] Univ Reading, Environm Syst Sci Ctr, Reading RG6 2AH, Berks, England
[5] Univ Reading, Natl Ctr Earth Observat, Reading RG6 2AH, Berks, England
基金
澳大利亚研究理事会; 美国国家航空航天局;
关键词
Passive microwave remote sensing; Soil moisture; Water fraction; WETLAND DYNAMICS; INUNDATION AREA; HETEROGENEITY; ASSIMILATION; TEMPERATURE;
D O I
10.1016/j.rse.2015.08.013
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Passive microwave remote sensing at L-band has been widely acknowledged as the most promising technique to observe the spatial distribution of near surface (top similar to 5 cm) soil moisture at regional to global scales. The launch of the ESA's Soil Moisture and Ocean Salinity (SMOS) mission in 2009 now means that global space-borne brightness temperature observations are available at L-band (1.41 GHz) to estimate soil moisture every 2 to 3 days with a target accuracy of 0.04 m(3)/m(3). Moreover, NASA's Soil Moisture Active Passive (SMAP) satellite has been launched on 31st January 2015, also carrying an L-band radiometer, together with an L-band radar for downscaling the brightness temperature observations to better than 10 km resolution. At the SMOS/SMAP radiometer scale of similar to 40 km, the presence of water bodies potentially induces an overestimation of retrieved soil moisture, if not carefully accounted for in retrieval models. Such water fraction effects on brightness temperature and soil moisture retrieval accuracy were investigated in this study, using airborne L-band brightness temperature data collected during three Australian field experiments. The water induced brightness temperature effect and water fraction were compared under different resolutions, sampling days, and land surface conditions, showing that the water fraction impact on retrieved soil moisture is independent of scale, but heavily dependent on the soil water content status. Subsequently, the highest water fraction threshold that can be tolerated in order to achieve the 0.04 m(3)/m(3) target accuracy without correction has been determined as 0.08 (actual range is from 0.02 for dry bare soil to 0.08 for wet vegetated soil). Using a MODIS derived water fraction dataset, the water fraction dynamics were also studied over Australia during the ten years from 2001 to 2010. The results show that if the mean water fraction map was used as a static water map to flag or correct water effects, the water body induced soil moisture retrieval error would have exceeded the 0.04 m(3)/m(3) target more than once for 135% of the Australian land 40 km sized radiometer pixels; only 0.6% Australian land pixels would have exceeded this target with a frequency of 10 times or more per year. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:232 / 242
页数:11
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