A tightly coupled multiple structure adaptive filtering technique that is amendable to real-time tracking of a maneuvering target is described. The procedure provides coherent offline segmentation of a hemisphere in three-dimensional space to yield decision regions, which are then utilized to select an appropriate filter structure. The purpose of using a multiple structure technique is to minimize the computational burden while maintaining tracking accuracy and stability