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
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