Title :
Information fusion aspects related to GMTI convoy tracking
Author_Institution :
Wachtberg, Germany
Abstract :
Tracking of ground moving vehicles with GMTI radar is a challenging task, which calls for efficient exploitation of all information sources available. For well-separated vehicles as well as for convoy targets we focus on information fusion aspects comprising both, fusion of data from multiple dislocated sensors as well as incorporation of background information (refined models of the sensor performance, road maps, terrain screening, and simple tactical rules). Under suitably formulated modeling assumptions algorithmic solutions within the context of Gaussian sum approximations are discussed. Methods originally proposed for well-separated vehicles can be embedded into an expectation-maximization approach for dealing with collectively moving convoy targets. By this in particular, early detection of a stopping event is alleviated.
Keywords :
military radar; optimisation; radar signal processing; radar tracking; sensor fusion; vehicles; GMTI convoy tracking; GMTI radar; Gaussian sum approximations; background information; data fusion; early stopping event detection; expectation-maximization approach; ground moving vehicle tracking; multiple dislocated sensors; well-separated vehicles; Blindness; Event detection; Land vehicles; Production; Radar tracking; Road vehicles; Sensor fusion; Sensor systems; Target recognition; Target tracking;
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
DOI :
10.1109/ICIF.2002.1020926