WiFi Fingerprint based Indoor Localization with Iterative Weighted KNN for WiFi AP Missing

被引:0
|
作者
Wang, Donglin [1 ,2 ]
Zhao, Feng [1 ,2 ]
Wang, Ting [1 ,2 ]
Zhang, Xuetao [3 ]
机构
[1] Westlake Inst Adv Study, Inst Adv Technol, Hangzhou 310024, Zhejiang, Peoples R China
[2] Westlake Univ, Hangzhou 310024, Zhejiang, Peoples R China
[3] Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Shaanxi, Peoples R China
关键词
D O I
暂无
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
In this paper, a real WiFi fingerprint-based indoor localization system is considered, where three primary components including the APP in smart phone, the server system and the embedded localization algorithm, have been designed. This paper proposes a dedicated data preprocessing algorithm to solve the singular-collection problem. Furthermore, the issue of WiFi access point (AP) missing is discussed and the theoretical analysis is presented under the condition of a two-AP scenario. Finally, because of unequal amount of location information contained in received signal strength (RSS) from different AP, the weighted RSS (WRSS) and the iterative weighted K nearest neighbor (IWKNN) algorithm are proposed for localization. Experimental results shows the proposed scheme achieves a competitive localization accuracy.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] WiFi fingerprint releasing for indoor localization based on differential privacy
    Zhu, Yujia
    Wang, Yu
    Liu, Qingyun
    Liu, Yang
    Zhang, Peng
    [J]. 2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [2] Optimization Wifi Indoor Positioning KNN Algorithm Location-based Fingerprint
    Ge, Xingbin
    Qu, Zhiyi
    [J]. PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016), 2016, : 135 - 137
  • [3] Fingerprint Augment Based on Super-Resolution for WiFi Fingerprint Based Indoor Localization
    Lan, Tian
    Wang, Xianmin
    Chen, Zhikun
    Zhu, Jinkang
    Zhang, Sihai
    [J]. IEEE SENSORS JOURNAL, 2022, 22 (12) : 12152 - 12162
  • [4] WiFi iLocate: WiFi based Indoor Localization for Smartphone
    He, Xiang
    Badiei, Shirin
    Aloi, Daniel
    Li, Jia
    [J]. 2014 WIRELESS TELECOMMUNICATIONS SYMPOSIUM (WTS), 2014,
  • [5] SiFi: Siamese Networks Based CSI Fingerprint Indoor Localization with WiFi
    Liu, Wei
    Chen, Yuxing
    Zhang, Haohui
    [J]. 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [6] Super-Resolution Based Fingerprint Augment for Indoor WiFi Localization
    Wang, Xianmin
    Chen, Zhikun
    Zhang, Sihai
    Zhu, Jinkang
    [J]. 2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [7] Improved AdaBoost-based Fingerprint Algorithm for WiFi Indoor Localization
    Feng, Yu
    Jiang Minghua
    Jing, Liang
    Xiao, Qin
    Ming, Hu
    Tao, Peng
    Hu Xinrong
    [J]. 2014 IEEE 7TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC), 2014, : 16 - 19
  • [8] WiFi-based Indoor Localization Using Clustering and Fusion Fingerprint
    Luo, Minhui
    Zheng, Jin
    Sun, Wei
    Zhang, Xing
    [J]. 2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 3480 - 3485
  • [9] ZSFA: Zero-Shot Fingerprint Augmentation for WiFi Fingerprint Based Indoor Localization
    Lan, Tian
    Ye, Yuanqing
    Zhang, Sihai
    [J]. 2022 14TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING, WCSP, 2022, : 55 - 59
  • [10] An INS/WiFi Indoor Localization System Based on the Weighted Least Squares
    Chen, Jian
    Ou, Gang
    Peng, Ao
    Zheng, Lingxiang
    Shi, Jianghong
    [J]. SENSORS, 2018, 18 (05)