Data assimilation: combine a forecast with observations. We make a temperature forecast Tb and then take an observation To.
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.