Title :
Tracking of UWB multipath components using probability hypothesis density filters
Author :
Froehle, Markus ; Meissner, Paul ; Witrisal, Klaus
Author_Institution :
Graz Univ. of Technol., Graz, Austria
Abstract :
In multipath assisted indoor navigation and tracking (MINT), individual multipath components (MPCs) of the ultra wideband (UWB) channel needs to be extracted. A sequential Monte-Carlo based implementation of the multi-source multitarget probability hypothesis density (PHD) filter is used in order to jointly estimate the number of multipath components present as well as their individual parameters. The PHD-Filter is able to model the changing visibility of individual multipath components along a measurement trajectory. As the PHD-Filter does not maintain target track continuity, a path-labelling method is used. The performance is evaluated with UWB measurements obtained in an indoor scenario. Despite the high amount of diffuse multipath present in the measurements, the PHD-Filter is able to detect most of the MPCs compared to the groundtruth. Track continuity is maintained for several succeeding positions of the mobile along the measurement trajectory.
Keywords :
Monte Carlo methods; indoor communication; multipath channels; particle filtering (numerical methods); probability; ultra wideband communication; MINT; MPC; UWB measurement; UWB multipath component; measurement trajectory; multipath assisted indoor navigation-and-tracking; multisource PHD filter; path-labelling method; probability hypothesis density filter; sequential Monte-Carlo method; track continuity; ultra wideband channel; Atmospheric measurements; Clutter; Particle measurements; Position measurement; State-space methods; Target tracking; Trajectory; Multi-target tracking; particle filters; probability hypothesis density; random sets; sequential Monte-Carlo; ultra wideband;
Conference_Titel :
Ultra-Wideband (ICUWB), 2012 IEEE International Conference on
Conference_Location :
Syracuse, NY
Print_ISBN :
978-1-4577-2031-4
DOI :
10.1109/ICUWB.2012.6340452