Title :
Shadowing filter applicated in nonlinear target tracking system
Author :
Liwei, Chen ; Yanli, Jia ; Yingjing, Li
Author_Institution :
Inf. & Commun. Eng. Coll., Harbin Eng. Univ., Harbin, China
Abstract :
Strictly speaking, all the systems which are used in the field of target tracking are nonlinear and non-Gaussian. The shadowing filter algorithm and its realization methods which include gradient descent of indeterminism and Iterative gradient descent of indeterminism are discussed in this paper. And compare with EKF at tracking precision, the simulation shows that the performance of shadowing filter is superior to that of EKF.
Keywords :
Kalman filters; gradient methods; target tracking; EKF; extended Kalman filter; iterative gradient descent; nonlinear target tracking system; realization methods; shadowing filter algorithm; Equations; Filtering algorithms; Jacobian matrices; Kalman filters; Mathematical model; Noise; Shadow mapping; EKF; nonlinear; shadowing filter; target tracking;
Conference_Titel :
Multimedia Technology (ICMT), 2011 International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-61284-771-9
DOI :
10.1109/ICMT.2011.6003014