Indoor positioning via WLAN channel state information and machine learning classification approaches

被引：1
|
作者：
Schmidt, Erick [1 ]
Huang, Yufei [1 ]
Akopian, David [2 ]
机构：
[1] Univ Texas San Antonio, Dept Elect & Comp Engn, San Antonio, TX 78249 USA
[2] Univ Texas San Antonio, San Antonio, TX 78249 USA
来源：
PROCEEDINGS OF THE 32ND INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2019) | 2019年
关键词：
D O I：
10.33012/2019.17033
中图分类号：
TP7 [遥感技术];
学科分类号：
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要：
引用
收藏
页码：355 / 366
页数：12
相关论文
共 50 条
  • [21] DeepFi: Deep Learning for Indoor Fingerprinting Using Channel State Information
    Wang, Xuyu
    Gao, Lingjun
    Mao, Shiwen
    Pandey, Santosh
    2015 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2015, : 1666 - 1671
  • [22] Acquisition of channel state information for mmWave massive MIMO: traditional and machine learning-based approaches
    Chenhao QI
    Peihao DONG
    Wenyan MA
    Hua ZHANG
    Zaichen ZHANG
    Geoffrey Ye LI
    ScienceChina(InformationSciences), 2021, 64 (08) : 5 - 20
  • [23] The Application of Machine Learning Techniques on Channel Frequency Response based Indoor Positioning in Dynamic Environments
    Rocamora, Josyl Mariela
    Ho, Ivan Wang-Hei
    Mak, Man-Wai
    2018 IEEE INTERNATIONAL CONFERENCE ON SENSING, COMMUNICATION, AND NETWORKING (SECON WORKSHOPS), 2018, : 1 - 4
  • [24] An indoor positioning algorithm using joint information entropy based on WLAN fingerprint
    Zou, Gui
    Ma, Lin
    Zhang, Zhongzhao
    Mo, Yun
    2014 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT, 2014,
  • [25] A Deep Neural Network-Based Indoor Positioning Method using Channel State Information
    Wu, Guan-Sian
    Tseng, Po-Hsuan
    2018 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2018, : 290 - 294
  • [26] WiFi Indoor Positioning Algorithm Based on Machine Learning
    Zhao, Jianguo
    Wang, Jiegui
    PROCEEDINGS OF 2017 IEEE 7TH INTERNATIONAL CONFERENCE ON ELECTRONICS INFORMATION AND EMERGENCY COMMUNICATION (ICEIEC), 2017, : 279 - 283
  • [27] A Comparative Study on Machine Learning Algorithms for Indoor Positioning
    Bozkurt, Sinem
    Elibol, Gulin
    Gunal, Serkan
    Yayan, Ugur
    2015 INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA) PROCEEDINGS, 2015, : 47 - 54
  • [28] The Analysis of Feature Selection with Machine Learning for Indoor Positioning
    Aydin, Hurkan M.
    Ali, Muhammad Ammar
    Soyak, Ece Gelal
    29TH IEEE CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS (SIU 2021), 2021,
  • [29] Convex Optimization via Symmetrical Holder Divergence for a WLAN Indoor Positioning System
    Abdullah, Osamah
    ENTROPY, 2018, 20 (09)
  • [30] WLAN indoor positioning algorithm based on semi-supervised manifold learning
    Xia, Y. (xyingw@hit.edu.cn), 1600, Chinese Institute of Electronics (36):
12345