Title :
Multiple target tracking with particle filtering in UWB radar sensor networks
Author :
Sobhani, Bita ; Paolini, Enrico ; Mazzotti, Matteo ; Giorgetti, Andrea ; Chiani, Marco
Author_Institution :
Dept. of Electr., Electron., & Inf. Eng., Univ. of Bologna, Bologna, Italy
Abstract :
In this paper, a particle filtering algorithm is proposed for the challenging problem of multiple target tracking in ultra-wideband (UWB) radar sensor networks. The particle weights are derived analytically for the case of one transmitter and several receivers. The performance of the proposed particle algorithm is then evaluated through numerical results with comparison to the well-known Kalman filter. The scenarios account for the spatial configuration of the receivers, propagation effects, presence of clutter and noise.
Keywords :
particle filtering (numerical methods); radar clutter; radar receivers; radar transmitters; target tracking; ultra wideband radar; UWB radar sensor networks; clutter; multiple target tracking; particle filtering algorithm; particle weights; propagation effects; receivers; spatial configuration; transmitter; ultrawideband radar sensor networks; Clutter; Kalman filters; Noise; Radar tracking; Receivers; Target tracking; Ultra wideband radar;
Conference_Titel :
Localization and GNSS (ICL-GNSS), 2015 International Conference on
Conference_Location :
Gothenburg
DOI :
10.1109/ICL-GNSS.2015.7217141