The goal was to design a terrain-aided, all-weather filter, capable of real-time and global navigation, subject to several design objectives (incl. robustness wrt flight dynamics, terrain, and radar sensors). The algorithms combine nonlinear least squares (maximum likelihood) and Kalman filtering approaches.