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Synthetic study has been undertaken using the bias-corrected ECMWF forcing for 1987. To mimic the space-borne observations inferred from the passive microwave brightness temperature measurements, we have used model output of the total snow water equivalent of the snowpack at each catchment.
The snow observation and truth data sets were generated by the CLSM after it had been spun-up to equilibrium. A degraded simulation
was then made using a poor initial condition for the snow states.  Specifically, it is prescribed that there is no snow present.
The assimilation run starts from the poor initial state, and uses the observations generated from the truth run. The assimilated results are then compared with the truth and degraded model simulations. Observations are assimilated once every three days.
ØWe will then compare the results with those from the Kalman filter based scheme.