DocumentCode
990344
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
Volume
30
Issue
1
fYear
1994
fDate
1/1/1994 12:00:00 AM
Firstpage
220
Lastpage
228
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;
fLanguage
English
Journal_Title
Aerospace and Electronic Systems, IEEE Transactions on
Publisher
ieee
ISSN
0018-9251
Type
jour
DOI
10.1109/7.250422
Filename
250422
Link To Document