DocumentCode :
744624
Title :
Data Fusion of Time Stamps and Transmitted Data for Unsynchronized Beacons
Author :
Traub-Ens, Alexander ; Bordoy, Joan ; Wendeberg, Johannes ; Reindl, Leonhard M. ; Schindelhauer, Christian
Author_Institution :
Univ. of Freiburg, Freiburg im Breisgau, Germany
Volume :
15
Issue :
10
fYear :
2015
Firstpage :
5946
Lastpage :
5953
Abstract :
Unsynchronized localization systems based on the measurement of time (difference) of arrival require reliable time stamps of the received signal. Noise, frequency shifts, and echoes disturb the signal and induce measurement errors of the time stamp, which leads to localization errors. Furthermore, the line of sight (LOS) signal has to be distinguished from the echoes to avoid false signal tracking. The proposed method combines the information of an ultrasound transmission with the measured time stamp and estimates the identifier. In our approach, the ultrasound transmission system uses phase-shift keying to modulate the signal. The received symbols and the time stamps are tracked and fused by the Kalman filter to increase the signal-to-noise ratio of the fused symbols and improve the validity of the decoding. Hence, the bias of the received symbols is tracked and the tracking allows to distinguish between the LOS signal and the echoes. As a result, the data fusion reduces the packet error rate from 70% at a distance of 21 m to 4.5%. Moreover, the median error of the localization is reduced from 7 to 4.6 cm.
Keywords :
Kalman filters; phase shift keying; radionavigation; sensor fusion; target tracking; time-of-arrival estimation; Kalman filter; LOS signal; data fusion; frequency shifts; line of sight signal; phase-shift keying; signal tracking; signal-to-noise ratio; time of arrival; time stamps; ultrasound transmission system; unsynchronized beacons; unsynchronized localization systems; Data integration; Decoding; Kalman filters; Receivers; Sensors; Time measurement; Ultrasonic imaging; Beacon; Communication; Data Fusion; TDOA; Time stamp; Ultrasound; Ultrasound, Localization; beacon; communication; data fusion; localization; time stamp; unsynchronized;
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2015.2452227
Filename :
7145380
Link To Document :
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