Title :
Real-time, anchor-free node tracking using ultrawideband range and odometry data
Author :
Beck, Brian ; Baxley, Robert ; Kim, Jung-Ho
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
This paper extends our prior work in node localization and tracking when using both range measurements and odometry data. In our approach both types of distance data are combined using multidimensional scaling, a well known method of producing sets of estimated coordinates from measured `dissimilarity´ values. In this extension, knowledge of the entire data set is no longer assumed, making node tracking possible in real time as computing resources allow. The new algorithm´s performance is demonstrated through simulations for various parameter values. We also present tracking results from real ultrawideband range and encoder data gathered from our CSOT mobile robot testbed. The results show compelling performance when benchmarked against the traditional extended Kalman filter.
Keywords :
Kalman filters; codecs; mobile communication; mobile robots; CSOT mobile robot; anchor-free node tracking; distance data; encoder data; extended Kalman filter; multidimensional scaling; node localization; odometry data; range measurements; Accuracy; Distance measurement; Position measurement; Radar tracking; Time measurement; Tracking; Ultra wideband technology;
Conference_Titel :
Ultra-WideBand (ICUWB), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICUWB.2014.6958994