DocumentCode
1558470
Title
A jerk model for tracking highly maneuvering targets
Author
Mehrotra, Kishore ; Mahapatra, Pravas R.
Author_Institution
Dept. of Aerosp. Eng., Indian Inst. of Sci., Bangalore, India
Volume
33
Issue
4
fYear
1997
Firstpage
1094
Lastpage
1105
Abstract
A model of target motion in three-dimensional space that includes position derivatives up to the third order is developed. Compared with available models, which include terms at the most up to the second derivative, the model introduced in this work, called the jerk model, can more accurately describe agile target maneuvers which are likely to contain significant higher order derivatives. A compatible 4-state Kalman filter to perform tracking in conjunction with the jerk model is also presented, and an initialization procedure for the filter is provided. The improved performance of the jerk model over a lower order model is illustrated through numerical simulation.
Keywords
Kalman filters; Markov processes; numerical analysis; target tracking; 4-state Kalman filter; Gauss Markov modelling; agile target maneuvers; higher order derivatives; initialization; maneuvering targets; numerical simulation; performance; position derivatives; target tracking; third order; three-dimensional space; Acceleration; Aerospace engineering; Context modeling; Filters; Kinematics; Mathematical model; Numerical simulation; Random processes; Target tracking; Vehicle detection; Vehicles;
fLanguage
English
Journal_Title
Aerospace and Electronic Systems, IEEE Transactions on
Publisher
ieee
ISSN
0018-9251
Type
jour
DOI
10.1109/7.624345
Filename
624345
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