Title :
Mobile tracking using UKF, time measures and LOS-NLOS expert knowledge
Author :
Huerta, Jose M. ; Vidal, Josep
Author_Institution :
Dep. of Signal Theor. & Commun., Univ. Politecnica de Catalunya, Barcelona, Spain
Abstract :
The main difficulty for the location of terminals in wireless communications systems is the non line of sight (NLOS) situation caused by obstacles in the transmitted signal path, between the base stations and the user equipment. This NLOS situation biases TDOA measures, resulting in a biased final position. However, not all of the base stations may be in NLOS. Determining which base stations are in LOS can improve the accuracy of the system. It is feasible to estimate the reliability of the measures through the study of signal parameters like the delay spread, received power or previous position estimates. The objective of this paper is to analyze the improvements in positioning accuracy by tracking the terminal with an unscented Kalman filter (UKF) incorporating knowledge of NLOS-LOS situation. The evaluation of the approach has been carried out with measures taken in real scenarios.
Keywords :
Kalman filters; delay estimation; direction-of-arrival estimation; mobile radio; mobility management (mobile radio); tracking filters; LOS-NLOS expert knowledge; TDOA measures; UKF; base stations; biased final position; delay spread; mobile tracking; non line of sight situation; positioning accuracy; previous position estimates; received power; reliability; signal parameters; terminal location; time measures; unscented Kalman filter; wireless communications systems; Angular velocity; Base stations; Coordinate measuring machines; Gaussian processes; Histograms; Input variables; Noise measurement; Nonlinear equations; Random variables; Timing;
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.2005.1416155