DocumentCode :
2227168
Title :
Location of mobile terminals with quantized measurements
Author :
McGuire, Michael
Author_Institution :
Dept. of Electr. & Comput. Eng., Victoria Univ., BC
Volume :
3
fYear :
2005
fDate :
11-14 Sept. 2005
Firstpage :
2045
Abstract :
This paper introduces a new method for locating mobile terminals for wireless networks in dense urban locations based on low-cost quantized propagation time measurements. The joint probability density functions (PDFs) of the mobile terminal location and measurements are approximated as Gaussian mixture models based on survey data collected in the network area. Optimization is performed to find a Gaussian mixture model which describes the survey set with a minimum number of bits. This reduces the effects of over-fitting of the survey data on the approximate PDF. The approximate joint PDF of terminal location and measurements is used to estimate the location of mobile terminals and the covariance of the location error. It is shown how this error covariance can be used with Kalman filtering to combine past location estimates with the current location estimate and further reduce location error
Keywords :
Gaussian processes; Kalman filters; filtering theory; mobile radio; Gaussian mixture models; Kalman filtering; location; mobile terminals; probability density functions; propagation time measurements; quantized measurements; wireless networks; Area measurement; Density measurement; Filtering; Kalman filters; Loss measurement; Probability density function; Resource management; Time measurement; Urban areas; Wireless networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2005. PIMRC 2005. IEEE 16th International Symposium on
Conference_Location :
Berlin
Print_ISBN :
9.7838007291e+012
Type :
conf
DOI :
10.1109/PIMRC.2005.1651799
Filename :
1651799
Link To Document :
بازگشت