DocumentCode :
455399
Title :
Positioning for NLOS Propagation: Algorithm Derivations and Cramer-Rao Bounds
Author :
Miao, Honglei ; Yu, Kegen ; Juntti, Markku J.
Author_Institution :
Centre for Wireless Commun., Oulu Univ.
Volume :
4
fYear :
2006
fDate :
14-19 May 2006
Abstract :
Mobile positioning has drawn significant attention in recent years. In dealing with the non-line-of-sight (NLOS) propagation error, the dominant error source in the mobile positioning, most previous research in this area has focused on the NLOS identification and mitigation. In this paper, we investigate new positioning algorithms to take advantage of the NLOS propagation paths rather than cancelling them. Based on the prior information about the NLOS path, a least squares based position estimation algorithm is developed and its performance in terms of root mean square error (RMSE) is also analyzed. Furthermore, the maximum likelihood based algorithm is presented to jointly estimate the mobile´s and scatterers´ positions. The Cramer-Rao lower bound on the RMSE is derived for the benchmark of the performance comparison. Finally, the performances of the proposed algorithms are evaluated analytically and via computer simulations. Numerical results demonstrate that the simulated results closely match the derived analytical results
Keywords :
least squares approximations; maximum likelihood estimation; mean square error methods; mobile radio; radiowave propagation; Cramer-Rao bounds; NLOS propagation positioning; algorithm derivations; error source; least squares based position estimation algorithm; maximum likelihood based algorithm; mobile positioning; nonline-of-sight propagation error; root mean square error; Algorithm design and analysis; Computational modeling; Computer simulation; Information analysis; Least squares approximation; Maximum likelihood estimation; Performance analysis; Performance evaluation; Root mean square; Scattering;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
ISSN :
1520-6149
Print_ISBN :
1-4244-0469-X
Type :
conf
DOI :
10.1109/ICASSP.2006.1661151
Filename :
1661151
Link To Document :
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