AoA-Based Iterative Positioning of IoT Sensors With Anchor Selection in NLOS Environments

被引:16
作者
Monfared, Shaghayegh [1 ]
Copa, Evert Ismael Pocoma [1 ]
De Doncker, Philippe [1 ]
Horlin, Francois [1 ]
机构
[1] Univ Libre Bruxelles ULB, B-1050 Brussels, Belgium
关键词
Estimation; Sensors; Position measurement; Iterative algorithms; Probability density function; Linear antenna arrays; Channel estimation; Anchor selection; Angle-of-Arrival; Bluetooth Low Energy; Internet-of-Things; Iterative positioning; Non-Line-of-Sight;
D O I
10.1109/TVT.2021.3077462
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
Iterative positioning based on Angle-of-Arrival (AoA) measurements is currently arising as a solution to the positioning of Internet-of-Things (IoT) sensors in an indoor environment. We recently showed that iterating between the AoA and position estimation steps allows significant positioning gains. However, the existing algorithms only perform well under a Line-of-Sight (LOS) condition. In this letter, we propose an enhanced AoA-based iterative positioning algorithm with anchor selection in the presence of Non-Line-of-Sight (NLOS) propagation. The proposed algorithm can identify and mitigate the NLOS anchors by comparing the variances of the intermediate estimated position for all possible combinations of anchors with predefined thresholds. Finally, the estimated position based on the selected anchors is converted back to the angle information and used as prior information for the next iteration. The numerical results show that applying the anchor selection strategy significantly improves the positioning accuracy in indoor environments.
引用
收藏
页码:6211 / 6216
页数:6
相关论文
共 9 条
  • [1] Fokin G, 2018, INT BLACK SEA CONF, P168
  • [2] Hybrid RSS/AOA hypothesis test for NLOS/LOS base station discrimination and location error mitigation
    Gazzah, Leila
    Najjar, Leila
    Besbes, Hichem
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2016, 27 (05): : 626 - 639
  • [3] Monfared S., 2019, PROC IEEE 89 VEH TEC, P1
  • [4] Iterative NDA Positioning Using Angle-of-Arrival Measurements for IoT Sensor Networks
    Monfared, Shaghayegh
    Nguyen, Trung-Hien
    Van der Vorst, Thomas
    De Doncker, Philippe
    Horlin, Francois
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (10) : 11369 - 11382
  • [5] Simple Indoor Path Loss Prediction Algorithm and Validation in Living Lab Setting
    Plets, David
    Joseph, Wout
    Vanhecke, Kris
    Tanghe, Emmeric
    Martens, Luc
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2013, 68 (03) : 535 - 552
  • [6] Range-Based Localization for UWB Sensor Networks in Realistic Environments
    Shen, Guowei
    Zetik, Rudolf
    Hirsch, Ole
    Thomae, Reiner S.
    [J]. EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2010,
  • [7] Spencer U, 1997, IEEE VTC P, P1415, DOI 10.1109/VETEC.1997.605467
  • [8] Wylie MP, 1996, ICUPC '96 - 1996 5TH IEEE INTERNATIONAL CONFERENCE ON UNIVERSAL PERSONAL COMMUNICATIONS RECORD, VOLS 1 AND 2, P827, DOI 10.1109/ICUPC.1996.562692
  • [9] Statistical NLOS Identification Based on AOA, TOA, and Signal Strength
    Yu, Kegen
    Guo, Y. Jay
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2009, 58 (01) : 274 - 286