Title :
NLOS Identification and Mitigation for UWB Localization Systems
Author :
Guvenc, Ismail ; Chong, Chia-Chin ; Watanabe, Fujio
Author_Institution :
DoCoMo Commun. Labs. USA, Inc., Palo Alto, CA
Abstract :
Non-line-of-sight (NLOS) identification and mitigation carries significant importance in wireless positioning systems. In this paper, the authors propose a novel NLOS identification technique based on the multipath channel statistics such as the kurtosis, the mean excess delay spread, and the root mean square delay spread. In particular, the IEEE 802.15.4a ultrawideband channel models are used as examples and the above statistics are found to be well modeled by log-normal random variables. Subsequently, a joint likelihood ratio test is developed for LOS/NLOS identification. Simulation results show that correct identification can be achieved with over 90% of the realizations for most channel models. A weighted least squares localization algorithm is also developed using the NLOS information, and accuracy gains with respect to a conventional least squares algorithm are demonstrated via Monte-Carlo simulations.
Keywords :
Monte Carlo methods; identification; least squares approximations; multipath channels; personal area networks; ultra wideband communication; IEEE 802.15.4a; Monte-Carlo simulations; NLOS identification; NLOS mitigation; least squares localization; multipath channel statistics; nonline-of-sight; ultra wideband localization systems; wireless LAN; wireless positioning; Delay; Least squares methods; Multiaccess communication; Noise measurement; Random variables; Root mean square; Signal processing; Statistics; Testing; Ultra wideband technology;
Conference_Titel :
Wireless Communications and Networking Conference, 2007.WCNC 2007. IEEE
Conference_Location :
Kowloon
Print_ISBN :
1-4244-0658-7
Electronic_ISBN :
1525-3511
DOI :
10.1109/WCNC.2007.296