DocumentCode :
1719936
Title :
A multipath Gaussian mixture PHD filter algorithm for OTHR multi-target tracking
Author :
Yang Feng ; Wang Yongqi ; Liang Yan ; Pan Quan
Author_Institution :
Coll. of Autom., Northwestern Polytech. Univ., Xi´an, China
fYear :
2013
Firstpage :
4607
Lastpage :
4612
Abstract :
Considering the fact that target tracking of the sky wave Over-The-Horizon Radar (OTHR) inevitably faces the problems of multipath, low detection probabilities et al., we make use of the advantage of avoiding data association and low computational cost for Gaussian mixture probability hypothesis density (GM-PHD) filter and propose a multipath GM-PHD (MP-GM-PHD) filter framework. Such framework is expected to avoid the target number over-estimation problem by partitioning the radar measurement into sub-measurement set as a PHD updating cell, process the nonlinear problem with utilizing the third-degree spherical-radial cubature rule, and improve the probability of capture for missed targets by supplementing the Gaussian terms from history track information. Simulation results show that under the conditions of different detection probability, the MP-GM-PHD filter can gain a more accurate estimate of the target state and target number, capture the missed targets timely, and alleviate the problems of target number over-estimation and high computational cost by the direct use of GM-PHD filter.
Keywords :
Gaussian processes; filtering theory; radar signal processing; target tracking; MP-GM-PHD filter framework; OTHR multitarget tracking; capture probability; data association; detection probabilities; multipath Gaussian mixture PHD filter algorithm; probability hypothesis density filter; sky wave over-the-horizon radar; target number over-estimation problem; third-degree spherical-radial cubature rule; Computational efficiency; Educational institutions; Electronic mail; Filtering algorithms; Radar tracking; Target tracking; Multipath; Probability hypothesis density (PHD) filter; Sky-wave Over-The-Horizon Radar; Spherical-Radial cubature rule;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (CCC), 2013 32nd Chinese
Conference_Location :
Xi´an
Type :
conf
Filename :
6640233
Link To Document :
بازگشت