Title :
Euclidean matrix completion problems in tracking and geo-localization
Author :
Rangarajan, Raghuram ; Raich, Raviv ; Hero, Alfred O., III
Author_Institution :
Dept. of EECS, Michigan Univ., Ann Arbor, MI
fDate :
March 31 2008-April 4 2008
Abstract :
We consider the problem of emitter tracking using received signal strengths (RSS) measured at a number of in-range access points (AP) when some of the AP locations are unknown. This can be formulated as a Euclidean distance matrix completion problem (EDMCP) to which an iterative distributed weighted multidimensional scaling (dwMDS) algorithm can be applied to simultaneously track emitters and localize APs. The algorithm is illustrated using real-time data collected by the University of California San Diego (UCSD) wireless topology discovery (WTD) project.
Keywords :
matrix algebra; radio tracking; Euclidean distance matrix completion problems; University of California San Diego; in-range access points; iterative distributed weighted multidimensional scaling; received signal strengths; wireless geolocalization; wireless topology discovery project; wireless tracking; Communication system security; Data security; Environmental factors; Euclidean distance; Iterative algorithms; Multidimensional systems; Surveillance; Target tracking; Topology; Wireless sensor networks; distributed multidimensional scaling; sparsity constrained tracking; wireless mobility;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518862