WIFI INDOOR LOCALIZATION BASED ON K-MEANS

被引:0
作者
Zhong, Yazhou [1 ,2 ]
Wu, Fei
Zhang, Juan
Dong, Bo
机构
[1] Shanghai Univ Engn Sci, Sch Elect & Elect Engn, Shanghai 201620, Peoples R China
[2] Shanghai Key Lab Comp Software Evaluating & Testi, Shanghai 200235, Peoples R China
来源
PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP) | 2016年
基金
中国国家自然科学基金;
关键词
K-means; indoor localization; non parametric; RSSI;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A large number of studies show that in complex indoor propagation environment, parameters of indoor positioning method for typical applications, such as localization performance of TOA, TDOA, AOA, RSSI method is often less than ideal. In order to reduce the influence of indoor environmental factors on the indoor wireless positioning, improve the positioning accuracy and expand the location area, the indoor wireless positioning method based on WiFi K-means is proposed. The improved distance formula is used to take into account the effect of attribute values, and the difference between different objects can be calculated more accurately. The AP in the position of each room is established by testing the signal strength of different signals. The experimental results show that the precision in location probability of 3 meters is more than 80%, which relative than hard clustering algorithm, positioning accuracy is improved.
引用
收藏
页码:663 / 667
页数:5
相关论文
共 16 条
  • [1] Campos Rafael Saraiva, EXPERT SYSTEMS APPL
  • [2] Deng Z., 2013, INDOOR OUTDOOR WIREL
  • [3] A Comparative Survey of WLAN Location Fingerprinting Methods
    Honkavirta, Ville
    Peraelae, Tommi
    Ali-Loeytty, Simo
    Piche, Robert
    [J]. WPNC: 2009 6TH WORKSHOP ON POSITIONING, NAVIGATION AND COMMUNICATION, PROCEEDINGS, 2009, : 243 - 251
  • [4] Li Lijuan, 2011, PCA COMPUTER ENG APP, V47
  • [5] Li Wenjie, 2006, MICROCOMPUTER INFORM
  • [6] Luo Junfeng, 2014, MICROELECTRONICS COM, P31
  • [7] Maneerat K., 2014, INT J COMPUTER CONTR, V8
  • [8] Mo Y., 2012, COMMUNICATIONS LETT, V16
  • [9] Murray J., 2013, Europan patent, Patent No. [EP 2574954A1, 2574954]
  • [10] Sang Nan, 2014, COMPUTER APPL RES, V31