DocumentCode :
1615401
Title :
Tracking of Time-Variant Radio Propagation Paths Using Particle Filtering
Author :
Yin, Xuefeng ; Steinbock, Gerhard ; Kirkelund, Gunvor Elisabeth ; Pedersen, Troels ; Blattnig, Peter ; Jaquier, Alain ; Fleury, Bernard H.
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg
fYear :
2008
Firstpage :
920
Lastpage :
924
Abstract :
In this contribution a low-complexity particle filtering algorithm is proposed to track the parameters of time-variant propagation paths in multiple-input multiple-output (MIMO) radio channels. A state-space model is used to describe the path evolution in delay, azimuth of arrival, azimuth of departure, Doppler frequency and complex amplitude dimensions. The proposed particle filter (PF) has an additional resampling step specifically designed for wideband MIMO channel sounding, where the posterior probability density functions of the path states is usually highly concentrated in the multi-dimensional state space. Preliminary investigations using measurement data show that the proposed PF can track paths stably with a small number of particles, e.g. 5 per path, even in the case where the paths are undetected by the conventional SAGE algorithm.
Keywords :
MIMO communication; particle filtering (numerical methods); probability; radiowave propagation; state-space methods; wireless channels; Doppler frequency; MIMO communication; PF; azimuth-of arrival; azimuth-of-departure; delay; multiple-input multiple-output radio channels; particle filter; particle filtering; probability density functions; state-space model; time-variant radio propagation paths; Acoustic propagation; Azimuth; Delay; Filtering algorithms; Frequency; MIMO; Particle filters; Particle tracking; Radio propagation; Wideband;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications, 2008. ICC '08. IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-2075-9
Electronic_ISBN :
978-1-4244-2075-9
Type :
conf
DOI :
10.1109/ICC.2008.180
Filename :
4533216
Link To Document :
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