Toy
temperature data assimilation, measure radiance
We have a forecast Tb (prior) and a radiance obs
The new information (or innovation) is the observational increment:
The innovation can be written in terms of errors:
where
includes changes of units and observation model nonlinearity, e.g.,
We assume that the obs. and model errors are gaussian