Climate Model Observation Assimilation Types:
Assimilation. Data assimilation is an analysis technique in which the observed information is accumulated into the model state by taking advantage of consistency constraints with laws of time evolution and physical properties.
3D-VAR:
4D-VAR:
Ensemble Kalmin Filter: Wikipedia Link