An introduction to the special issue of the journal is presented in which the guest editors discuss various reports on topics including forward sensitivity approach for data assimilation, comparison of the observations in the four Global Position System (GPS) Radio Occultation (RO), and the evaluation of the Weather Research and Forecasting (WRF) microphysics scheme.