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