Methodology Overview
Use a LSM to generate a “truth” data set that provides
both surface soil moisture “observations” and
evaluation data.
Degrade the land surface forcing data and initial
conditions to simulate uncertainties in this data
(assume a perfect model).
Run the LSM with degraded data.
Run the LSM with degraded data and assimilate the
“observations” with various levels of error imposed
using the extended Kalman filter.
Compare with the “truth”.