Publication | Closed Access
Tracking a 3D maneuvering target with passive sensors
73
Citations
17
References
1991
Year
EngineeringPassive SensorsField RoboticsMulti-sensor Information FusionAutonomous SystemsIntelligent SystemsPrecision NavigationSystems EngineeringKinematicsTracking ControlFlight ValidationAutomatic NavigationRoboticsImm BehaviourMultiple ModelsMoving Object TrackingComputer ScienceSignal ProcessingImm AlgorithmTracking System
A novel application of the interacting multiple models (IMM) algorithm in which passive infrared sensors are fused for tracking a target maneuvering in three dimensions is discussed. More accurate models of target motion are proposed to improve performance. When the general models are used to describe the maneuvering periods, it is shown that the IMM behaviour is not satisfactory, in that the innovations associated with the different models do not discriminate between the corresponding target maneuvering regimes. The turning of the Markov chain transition matrix, i.e., a priori information, is then crucial to obtaining the correct ordering of the a posteriori regime probabilities. On the contrary, a more satisfactory behavior of the IMM algorithm is obtained by carefully selecting the target motion models in the different regimes.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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