Title :
A Novel Non-Iterative Localization Solution
Author :
Yan, Junlin ; Tiberius, Christian C J M ; Bellusci, Giovanni ; Janssen, Gerard J M
Author_Institution :
Math. Geodesy & Positioning Group (MGP), Delft Univ. of Technol., Delft, Netherlands
Abstract :
In this paper, a new method is proposed for low complexity localization based on measured/estimated ranges. First, it is proved that the method provides a better estimator than the well known non-iterative direct methods documented in literature, i.e. the Spherical Interpolation and the Linear Least Squares method. It does so by exploiting two similar full constrained models. The proposed estimator is better, in the sense that it corresponds to an equal or smaller value of the original least-squares objective function. Second, the method goes without iterations, and therefore requires considerably less computation power than the iterative techniques such as the Gauss-Newton method. Validation is performed based on actual Ultra-WideBand (UWB) radio measurements conducted in typical office environments, with signal bandwidths varying from 1 to 7.5 GHz. Results show that the position estimates obtained with the proposed non-iterative method have lower root mean squared errors than any other tested well-known direct methods.
Keywords :
interpolation; least mean squares methods; ultra wideband technology; bandwidth 1 GHz to 7.5 GHz; full constrained models; linear least squares method; low complexity localization; noniterative direct methods; noniterative localization solution; office environments; original least-squares objective function; root mean squared errors; spherical interpolation; ultra-wideband radio measurements; Computer vision; Global Positioning System; Indoor environments; Interpolation; Iterative methods; Least squares methods; Newton method; Position measurement; Recursive estimation; Ultra wideband technology;
Conference_Titel :
Global Telecommunications Conference, 2009. GLOBECOM 2009. IEEE
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-4148-8
DOI :
10.1109/GLOCOM.2009.5425667