DocumentCode
1620949
Title
M/sup 3/ filter with adaptive mode probabilities control for low sampling rate tracking
Author
Kawase, Tetsuya ; Ito, Masayoshi ; Kosuge, Yoshio
Author_Institution
Inf. Technol. R &D Center, Mitsubishi Electr. Corp., Kanagawa, Japan
Volume
1
fYear
2004
Firstpage
697
Abstract
This paper proposes the Multiple Maneuver Model (M/sup 3/) filter with recalculation of residual covariance in mode probabilities calculation. The conventional M/sup 3/ filter had a problem that mode probabilities oscillate in the long range radar with long sampling period. The oscillation is caused by extremely low likelihood functions of target models at the measurement in mode probabilities calculation. For controlling the oscillation under clutter and frequent miss detection environment, the M/sup 3/ filter that calculates the residual covariance in mode probabilities calculation is proposed. The residual covariance is calculated in advance using the overlap coefficient that indicates how error ellipses are overlapped. It is shown that the proposed M/sup 3/ filter has capability of controlling the oscillation without residual information and improving the tracking quality for maneuvering target.
Keywords
Kalman filters; adaptive control; filtering theory; probability; radar; sampling methods; tracking; Kalman filter; Multiple Maneuver Model; adaptive mode probabilities control; error ellipses; sampling rate tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
SICE 2004 Annual Conference
Conference_Location
Sapporo
Print_ISBN
4-907764-22-7
Type
conf
Filename
1491494
Link To Document