With Ensemble Kalman Filtering we get perturbations pointing
to the directions of the “errors of the day”
Observations ~10
5-7
d.o.f.
Background ~10
6-8
d.o.f.
Errors of the day: they lie
on the low-dim attractor
3D-Var Analysis: doesn’t know
about the errors of the day