Title :
Posterior CRLB for tracking a mobile station in NLOS multipath environments
Author :
Shikur, Behailu Y. ; Weber, Thomas
Author_Institution :
Inst. of Commun. Eng., Univ. of Rostock, Rostock, Germany
Abstract :
In this paper we investigate the posterior Cramer-Rao lower bound for tracking a mobile station in a non-line-of-sight multipath localization scenario. The posterior Cramer-Rao lower bound is the mean-square estimation error lower bound of a random scalar or vector parameter in linear/nonlinear filtering problems. A practical system model is chosen to represent the non-line-of-sight multipath propagations. A recursive formulation of the posterior Cramer-Rao lower bound is developed for tracking a mobile station in a non-line-of-sight multipath localization scenarios when the observations are the time-of-arrival, the angle-of-departure, the angle-of-arrival and the Doppler shift. The lower bound is also shown for a subset of these observations. The developed lower bound can be used to analyze the achievable performance of a tracking system designed for use in a non-line-of-sight multipath localization scenarios.
Keywords :
Doppler shift; direction-of-arrival estimation; mean square error methods; mobile radio; multipath channels; nonlinear filters; random processes; recursive estimation; time-of-arrival estimation; vectors; Doppler shift; NLOS multipath environments; angle-of-arrival; angle-of-departure; mean-square estimation error lower bound; mobile station tracking; nonline-of-sight multipath localization scenario; nonline-of-sight multipath propagations; nonlinear filtering problem; posterior CRLB; posterior Cramer-Rao lower bound; practical system model; random scalar; recursive formulation; time-of-arrival; tracking system; vector parameter; Equations; Mathematical model; Matrix decomposition; Mobile communication; Noise; Nonlinear optics; Vectors; CRLB; NLOS multipath Localization; NLOS multipath propagations; Posterior CRLB;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6638649