Comparison of Satellite-Based Soil Moisture
Estimates
and Rainfall Data for a New Mexico Watershed
Background Study Area
Data
Methods
Results & Conclusions
Bias-corrected NEXRAD
zonal averages were plotted against change in moisture content between
subsequent SMAP grids (Figure 8). The comparison shows a positive correlation
between precipitation and changes in soil moisture. The relationship appears to
approach a value of approximately 0.12. This is consistent with the author’s
experience that soils in the study area are well drained and return to
volumetric water contents of less than 20% within hours of a rainfall event.
Figure 8:
Chart showing the relationship between the change in soil moisture content and
precipitation for three SMAP grids in the study area.
The analysis conducted
in this study indicates that satellite-based soil moisture estimates are
positively correlated to radar-derived precipitation data that has been bias
corrected using rain gage measurements. Bias-corrected NEXRAD precipitation
data may therefore provide a viable proxy for soil moisture conditions at a higher
spatial resolution compared to SMAP data.
Future work should increase the analysis period and spatial extent,
include more storm events of larger magnitude, and verify SMAP data against
ground measurements of soil moisture.