Title :
Modified input estimation technique using pseudoresiduals
Author :
Whang, Ick Ho ; Lee, Jang Gyu ; Sung, Tae Kyung
Author_Institution :
Dept. of Control & Instrum. Eng., Seoul Nat. Univ., South Korea
fDate :
1/1/1994 12:00:00 AM
Abstract :
An adaptive tracking filter for maneuvering targets is proposed using modified input estimation technique. Pseudoresiduals are defined using measurements and the velocity estimate at the hypothesized maneuver onset time. With the pseudoresiduals and a new target model representing transitions of nominal accelerations, a new input estimation method for tracking a maneuvering target is derived. Since the proposed detection technique is more sensitive to maneuvers than previous work, the shorter window length can be employed to detect and compensate target maneuvers. Also shown is that the tracking performance of the proposed filter is similar to that of interacting multiple model method (IMM) with 3 models, while computational loads of our method are drastically reduced
Keywords :
Monte Carlo methods; adaptive filters; filtering and prediction theory; parameter estimation; tracking; adaptive tracking filter; computational loads; filter; hypothesized maneuver onset time; input estimation; interacting multiple model method; modified input estimation; pseudoresiduals; target maneuvers; target model; tracking performance; velocity estimate; Acceleration; Adaptive filters; Automatic control; Computational modeling; Control systems; Data engineering; Instruments; Kalman filters; Load modeling; Target tracking; Time measurement; Velocity measurement;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on