QG data assimilation experiments: Comparison of (1) 3D-Var, (2) Ott et al (2002), and (3) impact of seeding the bred vectors with random perturbations

Total Analysis Error: 3d-Var (black) and LBVKF (green)

However, there are some periods during which the LBV does not capture the background errors