Title :
Target tracking problems subject to kinematic constraints
Author :
Tahk, Minjea ; Speyer, Jason L.
Author_Institution :
Integrated Syst., Santa Clara, CA, USA
fDate :
3/1/1990 12:00:00 AM
Abstract :
Filtering problems with kinematic constraints which may arise in target tracking problems are considered. A novel approach which treats kinematic constraints as additional fictitious or pseudomeasurements is proposed. A numerical example is provided to show the technical feasibility of the proposed idea for target tracking problems. This example shows that the proposed method can improve estimation accuracy significantly for velocity and acceleration states in the tracking problem. However, it is noted that the tracking performance may be deteriorated if the constraints do not properly represent the target characteristics and a small Rc is chosen
Keywords :
filtering and prediction theory; kinematics; estimation accuracy; filtering; kinematic constraints; target tracking; Control systems; Distributed computing; Equations; Filtering; Kinematics; Linear systems; Noise measurement; Real time systems; Target tracking; Vectors;
Journal_Title :
Automatic Control, IEEE Transactions on