RADAR TARGET TRACKING - VITERBI VERSUS IMM

被引:62
作者
AVERBUCH, A
ITZIKOWITZ, S
KAPON, T
机构
[1] Moise and Frida Eskenasy Inst of, Comput Sci, Tel Aviv Univ, Israel
关键词
D O I
10.1109/7.81437
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The performances of the Viterbi and the interacting multiple model (IMM) algorithms, applied to radar tracking and detection, are investigated and compared. Two different cases are considered. In the first case, target acceleration is identical to one of the system models while in the second case it is not. The algorithms performance depends monotonically on the maximal magnitude of the difference between models acceleration, on the time interval between measurements and on the reciprocal of the measurements error standard deviation. In general, when these parameters are relatively large, both algorithms perform well. When they are relatively small, the Viterbi algorithm is better. However, during delay periods, namely right after the start of a maneuver,the IMM algorithm provides better estimations.
引用
收藏
页码:550 / 563
页数:14
相关论文
共 15 条
[1]  
AVERBUCH A, 1991, IN PRESS IEEE T PARA
[2]  
BARSHALOM Y, 1986, TRACKING DATA ASS
[3]   THE INTERACTING MULTIPLE MODEL ALGORITHM FOR SYSTEMS WITH MARKOVIAN SWITCHING COEFFICIENTS [J].
BLOM, HAP ;
BARSHALOM, Y .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1988, 33 (08) :780-783
[4]  
BLOM HAP, 1986, 25TH P C DEC CONTR A, P1758
[5]  
BLOM HAP, 1984, 23RD P IEEE C DEC CO, P656
[6]   STATE ESTIMATION FOR DISCRETE-SYSTEMS WITH SWITCHING PARAMETERS [J].
CHANG, CB ;
ATHANS, M .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1978, 14 (03) :418-424
[7]   VITERBI ALGORITHM [J].
FORNEY, GD .
PROCEEDINGS OF THE IEEE, 1973, 61 (03) :268-278
[8]  
GABBER E, 1988, 10788 TEL AV U TECHN
[9]   MANEUVERING TARGET TRACKING USING ADAPTIVE STATE ESTIMATION [J].
GHOLSON, NH ;
MOOSE, RL .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1977, 13 (03) :310-317
[10]  
MOOKERJEE P, 1987, 26TH P C DEC CONTR L