DocumentCode
1790829
Title
Constant turn model for converted Doppler measurement Kalman filter
Author
Gongjian Zhou ; Bin Zhao ; Changjun Yu ; Taifan Quan
Author_Institution
Dept. of Electron. Eng., Harbin Inst. of Technol., Harbin, China
fYear
2014
fDate
June 29 2014-July 2 2014
Firstpage
344
Lastpage
347
Abstract
In this paper, we derive the discrete temporal evolution equation of the pseudo state vector, defined by the converted Doppler (the productive of target true range and range rate) and its first derivative, for the constant turn (CT) motion. The resulted linear state equation allows using of linear Kalman filter to extract information from the pseudo measurements (the productive of range and Doppler measurements) of a target moves with constant speed and constant turn rate. The method is referred to as converted Doppler measurement Kalman filter (CDMKF) and is used in parallel with the converted position measurement Kalman filter (CPMKF) to establish a parallel filtering structure (PRL-CMKF). The validity of the proposed CT model is demonstrated by assessing the performance of the CDMKF and PRL-CMKF. Comparative results show the superior performance of the proposed method especially in challenging scenario with large position measurement errors.
Keywords
Kalman filters; filtering theory; CDMKF; CT motion; PRL-CMKF; constant turn; constant turn model; converted Doppler measurement Kalman filter; converted position measurement Kalman filter; discrete temporal evolution equation; information extraction; linear Kalman filter; linear state equation; parallel filtering structure; position measurement errors; pseudo measurements; pseudo state vector; Doppler measurement; Equations; Kalman filters; Mathematical model; Position measurement; Radar tracking; Target tracking; Doppler; Kalman filter; measurement conversion; pseudostate equation; tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Statistical Signal Processing (SSP), 2014 IEEE Workshop on
Conference_Location
Gold Coast, VIC
Type
conf
DOI
10.1109/SSP.2014.6884646
Filename
6884646
Link To Document