DocumentCode
2970752
Title
An Improved Particle Filter Algorithm Based on Target Tracking in Wireless Sensor Network
Author
LI, Jun ; Xu, Chen
Author_Institution
Sch. of Electron. Inf., Univ. of Nan Tong, Nantong, China
fYear
2010
fDate
13-14 Oct. 2010
Firstpage
187
Lastpage
191
Abstract
Particle filter (PF) is an important way for target tracking in wireless sensor network (WSN). In the paper we proposed an improved particle filter algorithm which outperforms general PF when target suddenly changes movement direction. Our algorithm used estimated direction of motion based on the current measurements to optimize the prediction in PF. It modified the deviation of estimated mean of particle steam that is possibly produced by sudden changes in direction. Simulation results show that the new particle filter algorithm can achieve better tracking performance than other filter algorithms.
Keywords
particle filtering (numerical methods); target tracking; wireless sensor networks; improved particle filter algorithm; movement direction; particle steam; target tracking; wireless sensor network; Equations; Mathematical model; Particle filters; Particle measurements; Radar tracking; Target tracking; Wireless sensor networks; UPF; WSN; prediction of direction; target tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications and Intelligence Information Security (ICCIIS), 2010 International Conference on
Conference_Location
Nanning
Print_ISBN
978-1-4244-8649-6
Electronic_ISBN
978-0-7695-4260-7
Type
conf
DOI
10.1109/ICCIIS.2010.50
Filename
5629224
Link To Document