Passive geolocation and tracking of an unknown number of emitters

被引:37
作者
Sathyan, T. [1 ]
Sinha, A. [1 ]
Kirubarajan, T. [1 ]
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Estimat Tracking & Fus Lab, Hamilton, ON L8S 4K1, Canada
关键词
D O I
10.1109/TAES.2006.1642587
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
An algorithm for the geolocation and tracking of an unknown number of ground emitters using the time difference of arrival (TDOA) measurements in practical scenarios is proposed. The focus is on solving the important issue of data association, i.e., deciding from which target, if any, a measurement originated. A previous solution for data association based on the assignment formulation for passive measurement tracking systems relied on solving two assignment problems: an S-dimensional (or SD, where S >= 3) assignment for association across sensors and a 2D assignment for the measurement-to-track association. In this paper, (S + 1)D assignment algorithm-an extension of the SD assignment formulation-that performs the data association in one step, is introduced. It will be shown later that the (S + 1)D assignment formulation reduces the computational cost significantly without compromising tracking accuracy. The incorporation of correlated measurements, as with the case of TDOA measurements, into the SD framework that typically assumes uncorrelated measurements, is also discussed. The nonlinear TDOA equations are posed as an optimization problem and solved using SolvOpt, a nonlinear optimization solver. The interacting multiple model (IMM) estimator is used in conjunction with the unscented Kalman filter (UKF) to track the geolocated emitters.
引用
收藏
页码:740 / 750
页数:11
相关论文
共 27 条
[1]  
Bar-Shalom Y., 2004, ESTIMATION APPL TRAC
[2]  
Bar-Shalom Y., 1995, MULTITARGET MULTISEN
[3]   AN EFFICIENT METHOD OF PASSIVE EMITTER LOCATION [J].
BECKER, K .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1992, 28 (04) :1091-1104
[4]   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
[5]   A SIMPLE AND EFFICIENT ESTIMATOR FOR HYPERBOLIC LOCATION [J].
CHAN, YT ;
HO, KC .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (08) :1905-1915
[6]   A generalized S-D assignment algorithm for multisensor-multitarget state estimation [J].
Deb, S ;
Yeddanapudi, M ;
Pattipati, K ;
BarShalom, Y .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1997, 33 (02) :523-538
[7]   POSITION-LOCATION SOLUTIONS BY TAYLOR-SERIES ESTIMATION [J].
FOY, WH .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1976, 12 (02) :187-194
[8]   Geolocation of a known altitude object from TDOA and FDOA measurements [J].
Ho, KC ;
Chan, YT .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1997, 33 (03) :770-783
[9]   An efficient linear-correction least-squares approach to source localization [J].
Huang, YT ;
Benesty, J ;
Elko, GW .
PROCEEDINGS OF THE 2001 IEEE WORKSHOP ON THE APPLICATIONS OF SIGNAL PROCESSING TO AUDIO AND ACOUSTICS, 2001, :67-70
[10]   Unscented filtering and nonlinear estimation [J].
Julier, SJ ;
Uhlmann, JK .
PROCEEDINGS OF THE IEEE, 2004, 92 (03) :401-422