A Tensor-Based Joint AoA and ToF Estimation Method for Wi-Fi Systems

被引:12
|
作者
Zhao, Bobai [1 ]
Hu, Keke [2 ,3 ]
Gong, Yubing [2 ,3 ]
Shen, Yuan [2 ,3 ]
机构
[1] Beijing Informat Sci & Technol Univ, Sch Informat Management, Beijing 100192, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[3] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Estimation; Tensors; Wireless fidelity; Location awareness; Antenna measurements; Wireless communication; Linear antenna arrays; Multipath propagation; angle-of-arrival; time-of-flight; tensor decomposition;
D O I
10.1109/LWC.2021.3106699
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter presents a tensor-based joint AoA and ToF estimation method using the channel state information for Wi-Fi systems. Our method can mitigate the estimation error caused by the signal phase offset and noise interference using linear regression and discrete wavelet transform, respectively. Moreover, the Cramer-Rao lower bound for joint AoA and ToF estimation is derived for performance evaluation. Finally, Wi-Fi measurements are taken in indoor scenarios, and the numerical results show that the proposed method can reduce the estimation errors by more than 20% in comparison with existing algorithms.
引用
收藏
页码:2543 / 2546
页数:4
相关论文
共 50 条
  • [1] TOF Estimation of Single Antenna for Commercial Wi-Fi
    Shang, Yunfei
    Dong, Jianhong
    Wang, Diye
    Li, Yubai
    2022 IEEE 12TH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2022), 2022,
  • [2] Indoor Wi-Fi fingerprint localization method based on CSI tensor decomposition
    Zhou M.
    Long Y.
    Pu Q.
    Wang Y.
    He W.
    Tongxin Xuebao/Journal on Communications, 2021, 42 (11): : 159 - 171
  • [3] MIMO CSI-based Super-resolution AoA Estimation for Wi-Fi Indoor Localization
    Tian, Hang
    Zhu, Liping
    ICMLC 2020: 2020 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND COMPUTING, 2018, : 457 - 461
  • [4] CWmin Estimation and Collision Identification in Wi-Fi Systems
    Yazdani-Abyaneh, Amir-Hossein
    Krunz, Marwan
    2021 IEEE 18TH INTERNATIONAL CONFERENCE ON MOBILE AD HOC AND SMART SYSTEMS (MASS 2021), 2021, : 490 - 498
  • [5] An Accurate AoA Estimation Approach for Indoor Localization Using Commodity Wi-Fi Devices
    Chen, Hao-Xiang
    Hu, Bin-Jie
    Zheng, Li-Li
    Wei, Zong-Heng
    2018 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (ICSPCC), 2018,
  • [6] Performance Analysis of an AoA-based Wi-Fi Indoor Positioning System
    Yimwadsana, Boonsit
    Serey, Vichhaiy
    Sanghlao, Snit
    ISCIT 2019: PROCEEDINGS OF 2019 19TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2019, : 36 - 41
  • [7] Augmented Wi-Fi: An AI-based Wi-Fi Management Framework for Wi-Fi/LTE Coexistence
    Soto, Paola
    Camelo, Miguel
    Fontaine, Jaron
    Girmay, Merkebu
    Shahid, Adnan
    Maglogiannis, Vasilis
    De Poorter, Eli
    Moerman, Ingrid
    Botero, Juan F.
    Latre, Steven
    2020 16TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT (CNSM), 2020,
  • [8] Learning based Wi-Fi RTT Range Estimation
    Jung, Boo-Geum
    Chung, Byung Chang
    Yim, Jinhyuk
    Yoo, Yoon-Sik
    Park, HeaSook
    12TH INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC 2021): BEYOND THE PANDEMIC ERA WITH ICT CONVERGENCE INNOVATION, 2021, : 1030 - 1032
  • [9] FSM-based Wi-Fi Power Estimation Method for Smart Devices
    Li, Jian
    Xiao, Jin
    Hong, James Won-Ki
    Boutaba, Raouf
    PROCEEDINGS OF THE 2015 IFIP/IEEE INTERNATIONAL SYMPOSIUM ON INTEGRATED NETWORK MANAGEMENT (IM), 2015, : 147 - 155
  • [10] A Wi-Fi Fingerprint Positioning Method Based on RLWKNN
    Leng, Yihan
    Huang, Fenghua
    Tan, Weijie
    IEEE SENSORS JOURNAL, 2025, 25 (01) : 1706 - 1715