DocumentCode
2127400
Title
Advanced location-tracking systems in home, automotive and public transportation environments
Author
Destino, Giuseppe ; Abreu, Giuseppe
Author_Institution
Centre for Wireless Commun., Univ. of Oulu, Oulu, Finland
fYear
2009
fDate
13-16 Sept. 2009
Firstpage
1908
Lastpage
1912
Abstract
In this paper, a novel distance based source-localization algorithm is proposed for location-tracking applications in home, automotive and public transportation environments. Based on the least squares (LS) formulation of the source-localization problem, we develop an optimization algorithm that proves mostly unaffected by the number of local minima of the LS-objective function. The algorithm, referred to as range global distance continuation (R-GDC), consists of an iterative procedure in which, at each k-th iteration, the original objective is smoothed by a Gaussian kernel (smoothing function) and minimized by a steepest-descent (SD) method. The results reveal that the R-GDC algorithm, not only outperforms the alternative methods, but also achieves a localization error that is close to theoretical position error bound (PEB).
Keywords
gradient methods; iterative methods; radio direction-finding; transportation; Gaussian kernel; automotive transportation; fe-th iteration; home transportation; least squares formulation; local minima; localization error; location-tracking systems; optimization algorithm; position error bound; public transportation environments; range global distance continuation; source-localization problem; steepest-descent method; Automotive engineering; Design optimization; Iterative algorithms; Iterative methods; Kernel; Least squares methods; Loudspeakers; Smoothing methods; Transportation; Wireless communication;
fLanguage
English
Publisher
ieee
Conference_Titel
Personal, Indoor and Mobile Radio Communications, 2009 IEEE 20th International Symposium on
Conference_Location
Tokyo
Print_ISBN
978-1-4244-5122-7
Electronic_ISBN
978-1-4244-5123-4
Type
conf
DOI
10.1109/PIMRC.2009.5449863
Filename
5449863
Link To Document