Data assimilation: combine a forecast with observations.
We
make a temperature forecast
T
b
and then take an observation
T
o
.
A popular way to optimally estimate the truth (analysis) is to
minimize the “3D-Var” cost function:
The analysis is given by
where
and the analysis error
variance is smaller
than the forecast or obs.