Research on Indoor 3D Positioning Model Using Improved Triangular Centroid Position Algorithm Based on UWB

被引:0
|
作者
Fang, Yuan [1 ]
Ma, Weihao [2 ]
Chen, Mingzhang [3 ]
Chai, Cong [3 ]
Zhang, Xuancheng [3 ]
机构
[1] South Cent Univ Nationalities, Coll Chem & Mat Sci, Key Lab Catalysis & Energy Mat Chem, Minist Educ, Wuhan 430074, Peoples R China
[2] Zhejiang Univ, Inst Marine Sensing & Networking, Zhoushan 316021, Peoples R China
[3] Wuhan Univ Technol, Sch Automot Engn, Wuhan 430070, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 22期
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
3 sigma criterion; Improved triangular centroid position algorithm; BP algorithm; fluctuation level; LEARNING APPROACH; MITIGATION;
D O I
10.3390/app122211572
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The indoor positioning technology of an ultra-wideband (UWB) can play an excellent supplementary role in satellite navigation and has broad application prospects. However, if strong interference exists, the measurement data based on UWB will fluctuate abnormally, which seriously affects the accuracy of positioning. In view of the above problems, based on the combination of mathematical modeling, this paper starts from the subject data, and proposes a positioning method suitable for non-interference/interference conditions and an abnormal data identification method to improve the positioning accuracy. The specific scheme includes data preprocessing model establishment and solution, positioning model establishment and solution, migration application of positioning model, interfering data identification model establishment and solution, and movement track positioning model establishment and solution.
引用
收藏
页数:22
相关论文
共 50 条
  • [31] Research on indoor positioning method based on LoRa-improved fingerprint localization algorithm
    Chen, Honghong
    Yang, Jie
    Hao, Zhanjun
    Ga, Macidan
    Han, Xinyu
    Zhang, Xiaotong
    Chen, Zetong
    [J]. SCIENTIFIC REPORTS, 2023, 13 (01):
  • [32] Research on indoor positioning method based on LoRa-improved fingerprint localization algorithm
    Honghong Chen
    Jie Yang
    Zhanjun Hao
    Macidan Ga
    Xinyu Han
    Xiaotong Zhang
    Zetong Chen
    [J]. Scientific Reports, 13 (1)
  • [33] RSSI Ranging Model and 3D Indoor Positioning with ZigBee Network
    Chen, Qun
    Liu, Hua
    Yu, Min
    Guo, Hang
    [J]. 2012 IEEE/ION POSITION LOCATION AND NAVIGATION SYMPOSIUM (PLANS), 2012, : 1233 - 1239
  • [34] Research on Indoor Positioning Method Based on Improved HS-AlexNet Model
    Zhang, Libiao
    Zhao, Rui
    Liu, Yuqing
    Yang, Xinyu
    Li, Shipeng
    [J]. PROCEEDINGS OF 2019 CHINESE INTELLIGENT AUTOMATION CONFERENCE, 2020, 586 : 270 - 277
  • [35] Research on indoor space positioning using improved particle swarm optimization algorithm based on visible light communication
    Wang, Jiaan
    Gu, Siwen
    Zhang, Siqi
    Liu, Shuying
    [J]. OPTICS COMMUNICATIONS, 2023, 544
  • [36] A Study on Anchor Placement and 3D Positioning Algorithm for UWB Application in Small Sites
    Cho, Jungmin
    Jeong, Seungjin
    Lee, Byoungkil
    [J]. KSCE JOURNAL OF CIVIL ENGINEERING, 2024,
  • [37] Indoor 3D Visible Light Positioning Based on Multiple Cameras: Algorithm Design and Error Analysis
    He, Jiaqi
    Huang, Nuo
    Gong, Chen
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 23 (05) : 4331 - 4346
  • [38] Indoor 3D Visible Light Positioning Algorithm Based on Fingerprint Reconstruction and Sparse Training Nodes
    Liu Kaihua
    Yan Shudan
    Gong Xiaolin
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2021, 48 (03):
  • [39] Indoor 3D Pedestrian Tracking Algorithm Based on PDR using Smarthphone
    Shin, Beomju
    Lee, Jung Ho
    Lee, Hyunho
    Kim, Eungyeong
    Kim, Jeahun
    Lee, Seok
    Cho, Young-su
    Park, Sangjoon
    Lee, Taikjin
    [J]. 2012 12TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2012, : 1442 - 1445
  • [40] Investigation of high-accuracy indoor 3-D positioning using UWB technology
    Mahfouz, Mohamed R.
    Zhang, Cemin
    Merkl, Brandon C.
    Kuhn, Michael J.
    Fathy, Aly E.
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2008, 56 (06) : 1316 - 1330