This research will support assisted and autonomous platforms including ground vehicles, unmanned airborne and maritime platforms. We have created the concept of a multi-feature sensing suite and formulated core tasks for its development. These include: cognitive radar sensor development, fundamental problems of scattering and propagation in complex environments, development of high resolution imaging radar, image processing, data fusion for multi-sensor systems (radar, sonar, lidar and video) and diverse approaches for classification, including DNN and feature-based classifiers.