Improving Accuracy and Robustness in HF-RFID-Based Indoor Positioning With Kalman Filtering and Tukey Smoothing

被引:43
作者
Shirehjini, Ali Asghar Nazari [1 ,2 ]
Shirmohammadi, Shervin [1 ]
机构
[1] Univ Ottawa, Sch EECS, Ottawa, ON K1N 6N5, Canada
[2] D Fintech AG, CH-6300 Zug, Switzerland
关键词
Kalman filters; Floors; Passive RFID tags; Robustness; Robot sensing systems; Indoor positioning; Kalman filter (KF); location and orientation measurement passive RFID; LOCALIZATION; TAGS; LOCATION; TRACKING; OBJECTS; SYSTEM;
D O I
10.1109/TIM.2020.2995281
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 article, we present a scalable, robust, and accurate indoor positioning system that uses a passive high-frequency radio frequency identification (HF RFID)-based positioning measurement system combined with Tukey smoother and a linear Kalman filter to locate mobile objects with an average measurement error of less than 3.7 cm. The proposed system is implemented and tested with extensive experiments, and our results show that the proposed system outperforms similar existing systems in minimizing the average positioning error and has better robustness against noisy sensor readings caused by hardware malfunctions or external error sources.
引用
收藏
页码:9190 / 9202
页数:13
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