A Phase-Based Indoor Localization Algorithm Using EKF for Passive RFID Tags

被引:1
作者
Xie, Liangbo [1 ]
Liu, Xixi [1 ]
Tian, Zengshan [1 ]
Song, Yaqian [1 ]
Fan, Beibei [1 ]
Zhou, Mu [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
来源
2021 IEEE ASIA-PACIFIC MICROWAVE CONFERENCE (APMC) | 2021年
基金
中国国家自然科学基金;
关键词
Indoor localization; Multi-path suppression; EKF; RFID;
D O I
10.1109/APMC52720.2021.9662014
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
This paper proposes a phase-based indoor localization algorithm using Extended Kalman Filter (EKF) for Passive RFID tags. Firstly, with multi frequency phase information obtained by frequency hopping technique, coarse estimation distance can be obtained by performing Inverse Fast Fourier Transform (IFFT), which is utilized to achieve the multi-path suppression (MPS) algorithm. Secondly, an MPS-assisted filtering method is proposed to select two frequencies with less phase errors. Finally, the phase ambiguity is solved by EKF with the multi-epoch phase information of the two selected frequencies, which realizes high accuracy localization. Experimental results show that the proposed algorithm achieves a median localization error of 935 cm, and the execution time is improved by nearly 10 times compared with Chinese Remainder Theorem (CRT).
引用
收藏
页码:130 / 132
页数:3
相关论文
共 6 条
[1]  
Amin M. G, P IEEE INT C RFID
[2]   Phase selector for RFID localization system based on RSSI filter [J].
Hadj-Mihoub-Sidi-Moussa, H. ;
Tedjini, Small ;
Touhami, Rachida .
2019 14TH IEEE INTERNATIONAL CONFERENCE ON DESIGN & TECHNOLOGY OF INTEGRATED SYSTEMS IN NANOSCALE ERA (DTIS 2019), 2019,
[3]   Minding the Billions: Ultra-wideband Localization for Deployed RFID Tags [J].
Ma, Yunfei ;
Selby, Nicholas ;
Adib, Fadel .
PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM '17), 2017, :248-260
[4]   3D Real-time Indoor Localization via Broadband Nonlinear Backscatter in Passive Devices with Centimeter Precision [J].
Ma, Yunfei ;
Hui, Xiaonan ;
Kan, Edwin C. .
MOBICOM'16: PROCEEDINGS OF THE 22ND ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING, 2016, :216-229
[5]  
Zhou JR, 2011, IEEE IMTC P, P511
[6]  
Zou Z., P IEEE INT C