Location of Mobile Terminals with Quantized Measurements
Konferenz: PIMRC 2005 - 16th Annual IEEE International Symposium on Personal Indoor and Mobile Radio Communications
11.09.2005 - 14.09.2005 in Berlin, Germany
Tagungsband: PIMRC 2005
Seiten: 5Sprache: EnglischTyp: PDFPersönliche VDE-Mitglieder erhalten auf diesen Artikel 10% Rabatt
McGuire, Michael (Department of Electrical and Computer Engineering, University of Victoria, PO Box 3055 STN CSC, Victoria, British Columbia, V8W 3P6, Canada)
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.