Is Centimeter Accuracy Achievable for LTE-CSI Fingerprint-Based Indoor Positioning?

被引:6
|
作者
Wang, Yanzhao [1 ]
Han, Shengqian [1 ]
Tian, Yafei [1 ]
Xiu, Chundi [1 ]
Yang, Dongkai [1 ]
机构
[1] Beihang Univ BUAA, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
关键词
Long Term Evolution; Phase distortion; Channel estimation; Wireless fidelity; OFDM; Fingerprint recognition; Machine learning algorithms; Indoor positioning; fingerprinting; channel state information (CSI); LTE;
D O I
10.1109/ACCESS.2020.2988387
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Channel state information (CSI) fingerprint based indoor positioning has been extensively studied. While centimeter-level positioning accuracy has been demonstrated for Wi-Fi systems, only meter-level accuracy was reported for Long-term Evolution (LTE) systems. To investigate whether the centimeter accuracy is achievable or not for LTE systems, we examine the factors that affect the positioning accuracy to guide the implementation of a LTE-CSI fingerprinting system, where a novel phase compensation method is proposed to improve the CSI quality. We demonstrate for the first time that the centimeter-level positioning accuracy is achievable for LTE systems through extensive experiments.
引用
收藏
页码:75249 / 75255
页数:7
相关论文
共 50 条
  • [11] An Effective Fingerprint-Based Indoor Positioning Algorithm Based on Extreme Values
    Tao, Ye
    Yan, Rongen
    Zhao, Long
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2022, 11 (02)
  • [12] Fingerprint-Based Support Vector Machine for Indoor Positioning System
    Malar, A. Christy Jeba
    Kousalya, Govardhan
    SMART INNOVATIONS IN COMMUNICATION AND COMPUTATIONAL SCIENCES, VOL 2, 2019, 670 : 289 - 298
  • [13] Deep Learning for Fingerprint-Based Outdoor Positioning via LTE Networks
    Li, Da
    Lei, Yingke
    SENSORS, 2019, 19 (23)
  • [14] TILoc: Improving the Robustness and Accuracy for Fingerprint-Based Indoor Localization
    Li, Hualiang
    Qian, Zhihong
    Tian, Chunsheng
    Wang, Xue
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (04) : 3053 - 3066
  • [15] A CSI Frequency Domain Fingerprint-based method for Passive Indoor Human Detection
    Tan, Qingqing
    Han, Chong
    Sun, Lijuan
    Guo, Jian
    Zhu, Hai
    2018 17TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (IEEE TRUSTCOM) / 12TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (IEEE BIGDATASE), 2018, : 1832 - 1837
  • [16] Radio map construction based on BERT for fingerprint-based indoor positioning system
    Zhuang Wang
    Qun Kong
    Bingcai Wei
    Liye Zhang
    Aikui Tian
    EURASIP Journal on Wireless Communications and Networking, 2023
  • [17] OHetTLAL: An Online Transfer Learning Method for Fingerprint-Based Indoor Positioning
    Gidey, Hailu Tesfay
    Guo, Xiansheng
    Zhong, Ke
    Li, Lin
    Zhang, Yukun
    SENSORS, 2022, 22 (23)
  • [18] High-Performance Features in Generalizable Fingerprint-Based Indoor Positioning
    Brunello, Andrea
    Montanari, Angelo
    Saccomanno, Nicola
    Torres-Sospedra, Joaquin
    MOBILE AND UBIQUITOUS SYSTEMS: COMPUTING, NETWORKING AND SERVICES, MOBIQUITOUS 2023, PT I, 2024, 593 : 46 - 67
  • [19] Radio map construction based on BERT for fingerprint-based indoor positioning system
    Wang, Zhuang
    Kong, Qun
    Wei, Bingcai
    Zhang, Liye
    Tian, Aikui
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2023, 2023 (01)
  • [20] Passive Fingerprint Indoor Positioning Based on CSI Amplitude-phase
    Jiang Xiaoping
    Wang Miaoyu
    Ding Hao
    Li Chenghua
    JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2020, 42 (05) : 1165 - 1171