Title :
Posterior Cramer-Rao lower bound for mobile tracking in mixed LOS/NLOS conditions
Author :
Chen Liang ; Wu Lenan ; Piche, Robert
Author_Institution :
Inst. of Math., Tampere Univ. of Technol., Tampere, Finland
Abstract :
The paper studies the theoretical error lower bound of the mobile tracking problem in mixed Line-of-sight (LOS) and non-line-of-sight (NLOS) conditions. A new method is presented to compute the posterior Cramer-Rao lower bound (CRLB): the mobile state is first estimated by decentralized EKF method, then sigma point set and unscented transformation are applied to calculate Fisher information matrix (FIM). Numerical results show that the error performance of three algorithms is in a good agreement with the theoretical bounds.
Keywords :
Kalman filters; mobile radio; nonlinear filters; Fisher information matrix; decentralized EKF method; mixed LOS/NLOS conditions; mixed line-of-sight condition; mobile state; mobile tracking problem; non-line-of-sight (NLOS) condition; posterior Cramer-Rao lower bound; sigma point set; unscented transformation; Abstracts; Complexity theory; Computational modeling; Switches; Time measurement;
Conference_Titel :
Signal Processing Conference, 2009 17th European
Conference_Location :
Glasgow
Print_ISBN :
978-161-7388-76-7