DocumentCode :
1875332
Title :
Relative localization and mapping combining multidimensional scaling and Levenberg-Marquardt optimization
Author :
De Marziani, C. ; Ureña, J. ; Hernández, A. ; García, J.J. ; Jiménez, A. ; Perez, M.C. ; Álvarez, F. ; Villadangos, J.M.
Author_Institution :
Electron. Dept., Nat. Univ. of Patagonia San Juan Bosco, Comodoro Rivadavia, Argentina
fYear :
2009
fDate :
26-28 Aug. 2009
Firstpage :
43
Lastpage :
47
Abstract :
Sensory systems for localization and mapping based on ranging allows to obtain not only the position of a mobile object but also the position of the beacons or landmarks. Using only ranging, the beacon positions are often calculated without needing to compute all the spatial relations among them. In this work, a preliminary study about the use of relative positioning algorithm to obtain a map of active landmarks or beacon is described. The used architecture is able to easily compute spatial relations with beacons without increasing the hardware architecture. The used algorithm is based on a first position approximation by multidimensional scaling techniques; then, an optimization, using Levenberg-Marquardt algorithm, is applied to the non-linear equations, which involves the observations carried out between beacons and mobile objects.
Keywords :
optimisation; time-of-arrival estimation; Levenberg-Marquardt optimization; beacon position; mobile object position; multidimensional scaling; relative localization; relative positioning; time-of-arrival estimation; Acoustic transducers; Approximation algorithms; Computer architecture; Hardware; Mobile computing; Multidimensional signal processing; Multidimensional systems; Navigation; Robot kinematics; Signal processing algorithms; Distance Ranging; Mapping; Multidimensional Scaling; Relative Localization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Signal Processing, 2009. WISP 2009. IEEE International Symposium on
Conference_Location :
Budapest
Print_ISBN :
978-1-4244-5057-2
Electronic_ISBN :
978-1-4244-5059-6
Type :
conf
DOI :
10.1109/WISP.2009.5286543
Filename :
5286543
Link To Document :
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