RETRACTED: Regional Double-Layer, High-Precision Indoor Positioning System Based on iBeacon Network (Retracted Article)

被引:3
|
作者
Zhang, Xiaona [1 ,2 ]
Zhang, Shufang [1 ]
Wang, Chao [3 ]
Sun, Shujing [4 ]
机构
[1] Dalian Maritime Univ, Informat Sci & Technol Coll, Dalian 116026, Peoples R China
[2] Tonghua Normal Univ, Sch Media, Tonghua 134002, Peoples R China
[3] State Grid Tonghua Power Supply Co, Tonghua 134002, Peoples R China
[4] Air Force Commun NCO Acad, Commun Engn Construct & Maintenance Wired Commun, Dalian 116026, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1155/2022/8673083
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the development of modern society, the demand for indoor positioning technology is higher and higher. The existing indoor positioning technology is difficult to really solve the problem of accuracy and achieve high-performance indoor positioning system design. Based on iBeacon equipment, this paper proposes a method to optimize received signal strength indication indoor positioning algorithm by using the Gaussian filtering method so as to reduce the adverse impact of multipath fading in indoor environment. In order to further improve the accuracy of indoor positioning algorithm, the stack automatic encoder in the deep neural network algorithm is introduced. Through the deep learning method, the high-dimensional information of the fingerprint database collected by the system can be extracted and the adverse impact of data noise on the database is also reduced. Through the simulation test of the system, it can be seen that the error of received signal strength indication indoor positioning algorithm based on extended Gaussian filter is small. Compared with the traditional iBeacon algorithm, the improved algorithm can achieve better data classification. The maximum error of the whole system is 1.02 M. Comprehensive analysis shows that the proposed indoor positioning system has a certain practical value and can be applied to the indoor positioning needs in a certain range of environment.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] RETRACTED: Mobile Communication Network Optimization System Based on Artificial Intelligence (Retracted Article)
    Duan, Chao
    Luo, Jun
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [32] RETRACTED: Network Intelligent Education System Based on the Deep Learning Algorithm (Retracted Article)
    Li, Zhiwei
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [33] RETRACTED: Research on AgentX-based Scalable Network Management System (Retracted Article)
    Yang, Hong-qing
    Chen, Pan-feng
    Yang, Lei
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11 : 3840 - 3846
  • [34] RETRACTED: System for Recommending Telecommunication Packages Based on the Deep and Cross Network (Retracted Article)
    Shi, Congming
    Wang, Wen
    Wei, Shoulin
    Lv, Feiya
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [35] RETRACTED: Development and Application of Sales System Software Based on Computer Network (Retracted Article)
    Liu, Chang
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [36] Design and Implementation of Gateway and Server in an Indoor High-Precision Positioning System
    Wang, Wenhua
    Xia, Weiwei
    Zhang, Rui
    Shen, Lianfeng
    2014 IEEE 3RD GLOBAL CONFERENCE ON CONSUMER ELECTRONICS (GCCE), 2014, : 540 - 541
  • [37] RETRACTED: A Multiscale and High-Precision LSTM-GASVR Short-Term Traffic Flow Prediction Model (Retracted Article)
    Zhou, Jingmei
    Chang, Hui
    Cheng, Xin
    Zhao, Xiangmo
    COMPLEXITY, 2020, 2020
  • [38] RETRACTED: Precision and intelligent agricultural decision support system based on big data analysis (Retracted Article)
    Jie, Qiao
    ACTA AGRICULTURAE SCANDINAVICA SECTION B-SOIL AND PLANT SCIENCE, 2022, 72 (01): : 401 - 414
  • [39] RETRACTED: Real-Time High Precision Pulse Width Measurement Based On VxWorks (Retracted Article)
    Duan Xiao-jun
    Wu Cheng-fu
    Chen Huai-Min
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11
  • [40] A design of high-precision positioning system of UAV based on the Qianxun location network
    Luo, Jialu
    Mo, Bo
    Lin, Jin
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 4633 - 4637