Title :
Maneuver target tracking with acceleration estimation using target past positions
Author :
Hashirao, Masataka ; Kawase, Tetsuya ; Sasase, Iwao
Author_Institution :
Dept. of Inf. & Comput. Sci., Keio Univ., Yokohama, Japan
Abstract :
In air traffic control systems, the α-β filter and the Kalman filter have been employed for real-time digital tracking. It is desirable in multiple-target tracking to have small calculation burdens. Non-maneuvering targets can be accurately tracked with a constant velocity filter, however maneuvering targets might be missed due to the large tracking errors. For maneuvering target tracking, some acceleration estimation method such as the interacting multiple model (IMM) tracking and the two-stage Kalman filter have been proposed. However, their calculation requirements might be large. In this paper, we propose the α-β filter for a maneuvering target using acceleration estimation from the target past positions in order to obtain both good maneuver following capability and small computational requirements. We use simple target dynamic models for computer simulation, and show the effectiveness of the proposed filter in comparison with conventional methods. We also evaluate the quality of the proposed acceleration estimation method
Keywords :
acceleration measurement; air traffic control; filtering theory; radar signal processing; radar tracking; target tracking; tracking filters; α-β filter; IMM tracking; acceleration estimation; air traffic control systems; calculation requirements; computational requirements; computer simulations; constant velocity filter; interacting multiple model tracking; maneuver following capability; maneuvering target tracking; multiple-target tracking; nonmaneuvering targets; radar tracking; real-time digital tracking; target dynamic models; target past positions; tracking errors; two-stage Kalman filter; Acceleration; Computer crime; Computer simulation; Control systems; Noise measurement; Nonlinear filters; Q measurement; Radar tracking; Sampling methods; Target tracking;
Conference_Titel :
Radar, 2001 CIE International Conference on, Proceedings
Conference_Location :
Beijing
Print_ISBN :
0-7803-7000-7
DOI :
10.1109/ICR.2001.984816