3D-Var used in operational forecasting centers
It is the same as the scalar formula for T, but now x is a model state vector, with 106-8d.o.f., and yo is the set of observations, with 105-9 d.o.f.
R is the observational error covariance,
B the forecast error covariance.
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In 3D-Var B is constant: it does not include “errors of the day”
Distance to forecast
Distance to observations