Title :
Particle filter based synthetic aperture reconstruction approach for real-time 3D wireless local positioning
Author :
Li, Gang ; Ebelt, Randolf ; Vossiek, Martin
Author_Institution :
Inst. for Microwave Eng. & High Freq. Technol., Univ. of Erlangen-Nuremberg, Erlangen, Germany
Abstract :
In this paper we introduce a precise real-time 3D indoor localization concept using a combination of the MISAS (multilateral inverse synthetic aperture secondary radar) approach and particle filtering. The synthetic aperture approach is a promising locating technique with effective multipath suppression. However, the practical usage in real-time applications is limited by its huge computational load of conventional SAR reconstruction algorithms. Instead of evaluating the PDF (probability density function) of the target position in a grid-based approach, we utilize a set of weighted particles to represent the PDF. The particle number can then subsequently be reduced in the following iterations through a resampling algorithm. It is shown by simulation and experiments with a 5.8 GHz FMCW secondary radar with 140 MHz bandwidth, that 3D localization of a robot TCP (tool center point) in mm-range with a few hundred particles is possible even in a dense multipath environment. With our new approach the computational effort has been reduced to below 0.1% compared to a grid-based evaluation. Therefore, this novel extension of particle filtering gives an attractive solution for the real-time application of 3D MISAS localization.
Keywords :
indoor radio; interference suppression; iterative methods; particle filtering (numerical methods); probability; radar signal processing; signal reconstruction; signal sampling; synthetic aperture radar; 3D indoor localization; FMCW secondary radar; MISAS; PDF; SAR reconstruction; dense multipath suppression; frequency 5.8 GHz; grid-based approach; iteration method; multilateral inverse synthetic aperture secondary radar; particle filter; probability density function; real time 3D wireless local positioning; resampling algorithm; robot TCP; synthetic aperture radar; tool center point; weighted particle; Apertures; Filtering; Image reconstruction; Radar; Three dimensional displays; Wireless communication; Wireless sensor networks; FMCW secondary radar; indoor wireless positioning; multilateral inverse synthetic aperture secondary radar; particle filter;
Conference_Titel :
Microwave Conference (GeMiC), 2012 The 7th German
Conference_Location :
Ilmenau
Print_ISBN :
978-1-4577-2096-3
Electronic_ISBN :
978-3-9812668-4-9