Optimization Wifi Indoor Positioning KNN Algorithm Location-based Fingerprint

被引:0
|
作者
Ge, Xingbin [1 ]
Qu, Zhiyi [1 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou, Gansu, Peoples R China
来源
PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016) | 2016年
关键词
fingerprint; indoor positioning; KNN algorithm; Signal transmission model;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Location-based services have been deep into all aspects of life and it provides a convenient and efficient service experience for people. Currently, technology is relatively mature and widely used in the outdoor positioning. By contrast, for indoor positioning, although there are a lot of hot technology, but they are mostly insufficient lead to it is hard to popularize. So how to improve the popularity of indoor positioning in the case of improve the positioning accuracy has bacame a hot research topoc. This paper analyzes and studies several typical fingerprint localization algorithm, including NN, KNN and WKNN, and then propose an algorithmic improvement program, it introduces signal propagation model, finds and narrows the K-gon.
引用
收藏
页码:135 / 137
页数:3
相关论文
共 50 条
  • [1] Robot Indoor Positioning and Navigation Based on Improved WiFi Location Fingerprint Positioning Algorithm
    Ye, Hemin
    Peng, Jiansheng
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [2] WIFI indoor location optimization method based on position fingerprint algorithm
    Jian, Hu Xu
    Hao, Wang
    2017 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2017, : 585 - 588
  • [3] An improved method for indoor positioning of WIFI based on location fingerprint
    Zeng, Congwen
    Zhao, Shuaijie
    Zhong, Yanru
    Yuan, Zhixiang
    Luo, Xiaonan
    2018 7TH INTERNATIONAL CONFERENCE ON DIGITAL HOME (ICDH 2018), 2018, : 280 - 285
  • [4] Research on location fingerprint based wifi positioning algorithm
    Huang M.
    Wu S.
    Li Y.
    Journal of Computers (Taiwan), 2017, 28 (05) : 162 - 177
  • [5] WIFI and Magnetic Fingerprint Positioning Algorithm based on KDA-KNN
    Zhang, Mei
    Shen, Wenbo
    Zhu, Jinhui
    PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 5409 - 5415
  • [6] A practical implementation of indoor location-based services using simple WiFi positioning
    di Flora, Cristiano
    Hermersdorf, Marion
    JOURNAL OF LOCATION BASED SERVICES, 2008, 2 (02) : 87 - 111
  • [7] RF-KELM indoor positioning algorithm based on WiFi RSS fingerprint
    Hou, Bingnan
    Wang, Yanchun
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2024, 35 (04)
  • [8] Research on Indoor 3D Positioning Algorithm Based on WiFi Fingerprint
    Wang, Lixing
    Shang, Shuang
    Wu, Zhenning
    SENSORS, 2023, 23 (01)
  • [9] An Indoor WiFi Fingerprint Positioning Based on RSS and CSI
    Zhang, Kun
    Cheng, Feixue
    Wang, Haifeng
    Zhou, Yu
    Geng, Qiang
    Zhou, Jinyang
    Fan, Yukang
    Pan, Wenting
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2025, 39 (02)
  • [10] Refining WiFi indoor positioning renders pertinent deploying location-based multimedia guide
    Lassabe, F.
    Canalda, P.
    Chatonnay, P.
    Charlet, D.
    20TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS, VOL 2, PROCEEDINGS, 2006, : 126 - +