Trajectory Planning of a Moving Robot Empowers 3D Localization of RFID Tags With a Single Antenna

被引:24
|
作者
Tzitzis, Anastasios [1 ]
Megalou, Spyros [1 ]
Siachalou, Stavroula [1 ]
Emmanouil, Tsardoulias G. [1 ]
Filotheou, Alexandros [1 ]
Yioultsis, Traianos V. [1 ]
Dimitriou, Antonis G. [1 ]
机构
[1] Aristotle Univ Thessaloniki, Sch Elect & Comp Engn, Thessaloniki 54352, Greece
来源
关键词
Robots; Three-dimensional displays; Antenna measurements; Antennas; Radiofrequency identification; Phase measurement; Real-time systems; RFID; 3D localization; non linear optimization; phase unwrapping; trajectory evaluation; robotics; SLAM; MINIMIZATION; RSSI;
D O I
10.1109/JRFID.2020.3000332
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this work, we present a method for 3D localization of RFID tags by a reader-equipped robot with a single antenna. The robot carries a set of sensors, which enable it to create a map of the environment and locate itself in it (Simultaneous Localization and Mapping - SLAM). Then we exploit the collected phase measurements to localize large tag populations in real-time. We show that by forcing the robot to move along non-straight trajectories, thus creating non-linear synthetic apertures, the circular ambiguity of the possible tag's locations is eliminated and 3D localization is accomplished. A reliability metric is introduced, suitable for real-time assessment of the localization error. We investigate how the curvature of the robot's trajectory affects the accuracy under varying multipath conditions. It is found that increasing the trajectory's slope and number of turns improves the accuracy of the method. We introduce a phase model that accounts for the effects of multipath and derive the closed form expression of the resultant's phase probability density function. Finally, the proposed method is extended when multiple antennas are available. Experimental results in a "multipath-rich" indoor environment demonstrate a mean 3D error of 35cm, achieved in a few seconds.
引用
收藏
页码:283 / 299
页数:17
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