Title :
Hidden Markov models for radio localization of moving terminals in LOS/NLOS conditions
Author :
Morelli, C. ; Nicoli, M. ; Rampa, V. ; Spagnolini, U.
Author_Institution :
Dip. Elettronica e Informazione, Politecnico di Milano, Italy
Abstract :
This paper deals with the problem of radio localization of moving terminals in wideband indoor applications with mixed line-of-sight/non-line-of-sight (LOS/NLOS) conditions. In dense multipath scenarios, the bias introduced by N-LOS in angle and/or time of arrival estimates is reduced by employing a hidden Markov model (HMM) based algorithm. The proposed algorithm jointly tracks both the mobile station position and the LOS/NLOS conditions exploiting continuity information. Numerical results show that the HMM-based algorithm experiences non meaningful degradation in mixed LOS/NLOS propagation with dense multipath.
Keywords :
direction-of-arrival estimation; hidden Markov models; indoor radio; maximum likelihood estimation; mobile radio; multipath channels; position measurement; time-of-arrival estimation; AOA estimation; HMM; LOS/NLOS conditions; MLE; TOA estimation; hidden Markov models; line-of-sight conditions; mobile station position tracking; moving terminal radio localization; multipath channels; nonline-of-sight conditions; wideband indoor radio; Degradation; Global Positioning System; Hidden Markov models; OFDM; Position measurement; Power measurement; Signal resolution; Time difference of arrival; Time measurement; Ultra wideband technology;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1416149