Indoor High Precision Positioning System Based on Visible Light Communication and Location Fingerprinting

被引:6
|
作者
Xu, Shiwu [1 ]
Wu, Yi [2 ]
Wang, Xufang [2 ]
Wei, Fen [2 ]
机构
[1] Fujian Normal Univ, Concord Univ Coll, Fuzhou 350117, Peoples R China
[2] Fujian Normal Univ, Fujian Prov Engn Technol Res Ctr Photoelect Sensin, Fuzhou 350117, Peoples R China
基金
中国国家自然科学基金;
关键词
Indoor positioning system; location fingerprinting; machine learning; meta-heuristic; visible light positioning; DIFFERENTIAL EVOLUTION; 3-D LOCALIZATION; ALGORITHM; OPTIMIZATION; DESIGN; MODEL;
D O I
10.1109/JLT.2023.3265171
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
Indoor positioning system based on visible light communication and location fingerprinting can achieve cm-level positioning accuracy, which has become an important candidate for high precision positioning. However, in the case of non-uniform and low-density location fingerprinting distribution, it will still lead to large errors and poor robustness. To solve this problem, an accurate visible light positioning (VLP) method based on location fingerprinting and meta-heuristic is proposed, and all possible cases of uneven distribution of location fingerprinting are considered by introducing the random selection rate. The effectiveness of the proposed VLP method is compared with other six VLP methods based on location fingerprinting. Simulation results show that when the signal-to-noise ratio is 20 dB, the average positioning error of the proposed VLP method is 0.51 cm, which is at least 80.23% lower than the other six VLP methods. Experimental results show that when the random selection rate is 50%, the average positioning error of the proposed VLP method is 3.11 cm, which is at least 41.87% lower than the other six VLP methods. The proposed VLP method can be applied to positioning scenarios with different location fingerprinting distributions. The research results can provide a new research idea for the fingerprinting weight calculation method.
引用
收藏
页码:5564 / 5576
页数:13
相关论文
共 50 条
  • [1] Visible Light Communication Based Indoor Positioning System
    Zia, Muhammad Talha
    [J]. TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2020, 9 (01): : 30 - 36
  • [2] High-accuracy indoor positioning system based on visible light communication
    Wei, Ling
    Zhang, Hongming
    Yu, Bingyan
    Guan, Yang
    [J]. OPTICAL ENGINEERING, 2015, 54 (11)
  • [3] A High Precision Indoor Positioning Method Based on Visible Light Communication with Visual Information Matching
    Gong Yingkui
    Zhou Xinlin
    Deng Lizhi
    Liu Bingcheng
    Yang Guang
    [J]. PROCEEDINGS OF THE 29TH INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2016), 2016, : 2243 - 2250
  • [4] Indoor positioning and orientating system based on visible light communication
    Yang, Guowei
    Huang, Zhaobiao
    Fan, Bing
    Zhou, Xuefang
    Bi, Meihua
    [J]. Tongxin Xuebao/Journal on Communications, 2020, 41 (12): : 162 - 170
  • [5] Indoor three-dimensional high-precision positioning system with bat algorithm based on visible light communication
    Huang, Li
    Wang, Ping
    Liu, Zhongyu
    Nan, Xi
    Jiao, Lingling
    Guo, Lixin
    [J]. APPLIED OPTICS, 2019, 58 (09) : 2226 - 2234
  • [6] Indoor Positioning System based on Visible Light using Location Code
    Yang, Se-Hoon
    Kim, Deok-Rae
    Kim, Hyun-Seung
    Son, Yong-Hwan
    Han, Sang-Kook
    [J]. 2012 FOURTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2012, : 360 - 363
  • [7] A high accuracy and efficiency indoor positioning system with visible light communication
    Ma, Yi-Wei
    Chen, Jiann-Liang
    Chen, Zheng-Zhun
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2019, 30 (02):
  • [8] Indoor Positioning System Using Visible Light Communication
    Juneja, Sakshi
    Vashisth, Sharda
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTING AND COMMUNICATION TECHNOLOGIES FOR SMART NATION (IC3TSN), 2017, : 80 - 84
  • [9] Indoor High Precision Three-Dimensional Positioning System Based on Visible Light Communication Using Particle Swarm Optimization
    Cai, Ye
    Guan, Weipeng
    Wu, Yuxiang
    Xie, Canyu
    Chen, Yirong
    Fang, Liangtao
    [J]. IEEE PHOTONICS JOURNAL, 2017, 9 (06):
  • [10] Indoor high precision three-dimensional positioning system based on visible light communication using modified genetic algorithm
    Chen, Hao
    Guan, Weipeng
    Li, Simin
    Wu, Yuxiang
    [J]. OPTICS COMMUNICATIONS, 2018, 413 : 103 - 120