The extensions of the GSI-based EnKF to directly assimilate reflectivity for the NMMB include three developments. The first development is to extend the ensemble observation priors 𝑯𝐱′𝑏Hx′b to include the radar reflectivity. Second, the new state variables of qr, qs, qi, ql, dbz, ...