EESM-based Fingerprint Algorithm for Wi-Fi Indoor Positioning System

被引:0
|
作者
Wang, Fan [1 ]
Huang, Zhengyong [1 ]
Yu, Hui [1 ]
Tian, Xiaohua [1 ]
Wang, Xinbing [1 ]
Huang, Jinwei [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai 200030, Peoples R China
关键词
D O I
暂无
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
In recent years, great improvements took place in smartphone industry. Along with the development of cloud services and web applications, lots of developers also take great effort on developing smartphone applications. Among various applications related to social networks, LBS (Location Based Service) is the key technique which is the basic for social interactive activities. While GPS (global positioning system) works well enough outdoors, Wi-Fi RSS (receive signal strength)-based fingerprinting system is the most promising solution for indoors. A novel EESM-based fingerprint algorithm which improves the positioning performance by involving channel estimation for creating more robust fingerprints is proposed in this paper. Moreover, a cloud computing based indoor positioning system is also introduced for evaluating performances. Both simulations and experiments show that EESM-based fingerprints are more stable and representative in the multipath indoor environments. An up to 30% reduction in error distance in a classic indoor positioning system using k-NN matching algorithm is provided by our proposed EESM-based fingerprints.
引用
收藏
页码:674 / 679
页数:6
相关论文
共 50 条
  • [1] Indoor Wi-Fi Positioning Algorithm Based on Location Fingerprint
    Xuerong Cui
    Mengyan Wang
    Juan Li
    Meiqi Ji
    Jin Yang
    Jianhang Liu
    Tingpei Huang
    Haihua Chen
    [J]. Mobile Networks and Applications, 2021, 26 : 146 - 155
  • [2] Indoor Wi-Fi Positioning Algorithm Based on Location Fingerprint
    Cui, Xuerong
    Wang, Mengyan
    Li, Juan
    Ji, Meiqi
    Yang, Jin
    Liu, Jianhang
    Huang, Tingpei
    Chen, Haihua
    [J]. MOBILE NETWORKS & APPLICATIONS, 2021, 26 (01): : 146 - 155
  • [3] An indoor positioning algorithm based on Wi-Fi fingerprint and inertial navigation system
    Han, Boxiong
    Zhao, Long
    [J]. PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 6067 - 6072
  • [4] The Research of Wi-Fi Indoor Positioning Algorithm based on Position Fingerprint
    Liu, Yujie
    Wu, Meng
    [J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING 2015 (ICMMCCE 2015), 2015, 39 : 2709 - 2713
  • [5] Indoor Fingerprint Positioning Based on Wi-Fi: An Overview
    Xia, Shixiong
    Liu, Yi
    Yuan, Guan
    Zhu, Mingjun
    Wang, Zhaohui
    [J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2017, 6 (05)
  • [6] An Improved Algorithm to Generate a Wi-Fi Fingerprint Database for Indoor Positioning
    Chen, Lina
    Li, Binghao
    Zhao, Kai
    Rizos, Chris
    Zheng, Zhengqi
    [J]. SENSORS, 2013, 13 (08) : 11085 - 11096
  • [7] An Efficient Indoor Positioning Method Based on Wi-Fi RSS Fingerprint and Classification Algorithm
    Ezhumalai, Balaji
    Song, Moonbae
    Park, Kwangjin
    [J]. SENSORS, 2021, 21 (10)
  • [8] Collaborative Wi-Fi fingerprint training for indoor positioning
    Jing, Hao
    Pinchin, James
    Hill, Chris
    Moore, Terry
    [J]. PROCEEDINGS OF THE 27TH INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2014), 2014, : 1669 - 1678
  • [9] Indoor Positioning Based on Hybrid Algorithms: Wi-Fi Fingerprint and Ranging
    Lou, Xizhong
    Jia, Yizhan
    Jin, Ning
    Ye, Minzhan
    [J]. 2015 12TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2015, : 2348 - 2352
  • [10] AUTOMATIC DATA ACQUISITION SYSTEM FOR WI-FI FINGERPRINT-BASED INDOOR POSITIONING SYSTEM
    Chong, Alvin-ming-song
    Yeo, Boon-chin
    Lim, Way-soong
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2022, 18 (01): : 231 - 252