DocumentCode :
416945
Title :
M/sup 3/ filter with error ellipses control in mode probabilities calculation
Author :
Kawase, Tetsuya ; Ito, Masayoshi ; Kosuge, Yoshio
Author_Institution :
Inf. Technol. R&D Center, Mitsubishi Electr. Corp., Kanagawa, Japan
Volume :
2
fYear :
2003
fDate :
4-6 Aug. 2003
Firstpage :
1471
Abstract :
This paper provides the Multiple Maneuver Model (M/sup 3/) filter with error ellipses control in mode probabilities calculation. The conventional M/sup 3/ filter has the problem that mode probabilities oscillate in the long range radar with long sampling period. This oscillation is caused by extremely low likelihood functions in mode probabilities calculation. In order to overcome the oscillation problem, the proposed M/sup 3/ filter monitors quadratic forms of residuals and controls the size of error ellipses in mode probabilities calculation. The results of a Monte Carlo simulation show that the proposed M/sup 3/ filter has capability of reducing the oscillation. Tracking quality of the proposed M/sup 3/ filter is also improved compared with that of the conventional M/sup 3/ filter.
Keywords :
Kalman filters; Monte Carlo methods; error statistics; filtering theory; probability; radar tracking; sampling methods; target tracking; Kalman filters; M/sup 3/ filter; Monte Carlo simulation; error ellipses control; likelihood functions; long range radar; long sampling period; mode probabilities calculation; multiple maneuver model filter; oscillation problem; tracking quality;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
SICE 2003 Annual Conference
Conference_Location :
Fukui, Japan
Print_ISBN :
0-7803-8352-4
Type :
conf
Filename :
1324188
Link To Document :
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