MAPS: Indoor Localization Algorithm Based on Multiple AP Selection

被引:0
|
作者
Pengyu Huang
Haojie Zhao
Wei Liu
Dingde Jiang
机构
[1] Xidian University,School of Telecommunications Engineering, State Key Labs of ISN
[2] University of Electronic Science and Technology of China,School of Astronautics and Aeronautic
来源
关键词
Location fingerprint; Multiple AP selection; K-means; Location cluster; Decision tree;
D O I
暂无
中图分类号
学科分类号
摘要
In recent years, indoor fingerprint-based localization algorithm has been widely used by applications on smart phone. In these localization algorithms, it’s very popular to use WiFi signal characteristics to represent the location fingerprint. With the fast popularization of WiFi, the WiFi access points (APs) could be seen everywhere. However, as the number of APs increases, the dimension of the fingerprint and the complexity of fingerprint-based localization algorithm subsequently increase. Responding to the above challenges, this paper proposes a novel indoor localization algorithm MAPS (indoor localization algorithm based on multiple access point selection). MAPS could effectively reduce the complexity of localization computation, and improve the performance of localization through AP selection method. With the first round AP selection, MAPS can obtain a stable subset of AP, thus reducing the dimension of fingerprint, and obtaining better discrimination. And with the second round of AP selection, AP subset could be further condensed to construct a decision tree in each location cluster. This step can further improve the localization performance. The experimental results shown, as compared with classical indoor localization algorithm, MAPS has better positioning accuracy, and could achieve the accuracy of over 90% within 2m location error.
引用
收藏
页码:649 / 656
页数:7
相关论文
共 50 条
  • [41] RSSI and multidimensional scaling based indoor localization algorithm
    Shi, Xin
    Yin, Aimin
    Chen, Xi
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2014, 35 (02): : 261 - 268
  • [42] A Graph-Based Topological Maps Generation Method for Indoor Localization
    Lin, Zhixing
    Xiu, Chundi
    Yang, Wei
    Yang, Dongkai
    PROCEEDINGS OF 5TH IEEE CONFERENCE ON UBIQUITOUS POSITIONING, INDOOR NAVIGATION AND LOCATION-BASED SERVICES (UPINLBS), 2018, : 198 - 205
  • [43] WiFi Based Indoor Localization with Multiple Kernel Learning
    Fan, Heng
    Chen, Zhongmin
    PROCEEDINGS OF 2016 8TH IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS (ICCSN 2016), 2016, : 474 - 477
  • [44] Selective AP-sequence Based Indoor Localization without Site Survey
    Liu, Ran
    Yuen, Chau
    Zhao, Jun
    Guo, Jindong
    Mo, Ronghong
    Pamadi, Vishesh N.
    Liu, Xiang
    2016 IEEE 83RD VEHICULAR TECHNOLOGY CONFERENCE (VTC SPRING), 2016,
  • [45] Indoor Localization based on Multiple LEDs Position Estimation
    Popoola, O. R.
    Ogunkoya, F. B.
    Popoola, W. O.
    Ramirez-Iniguez, R.
    Sinanovic, S.
    2016 IEEE 17TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC), 2016,
  • [46] Reference node selection algorithm and localization error analysis for indoor sensor networks
    Han, Guangjie
    Choi, Deokjai
    Van Nyuyen, Tam
    2007 THIRD IEEE/IFIP INTERNATIONAL CONFERENCE IN CENTRAL ASIA ON INTERNET, 2007, : 59 - 63
  • [47] Subcarrier selection for efficient CSI-based indoor localization
    Taso, Yu
    Yeh, Shih-Chun
    Liang, Yu-You
    Wang, Chu-Hsuan
    Fang, Shih-Hau
    2018 INTERNATIONAL JOINT CONFERENCE ON MATERIALS SCIENCE AND MECHANICAL ENGINEERING, 2018, 383
  • [48] Localization Based on Multiple Visual-Metric Maps
    Sujiwo, Adi
    Takeuchi, Eijiro
    Morales, Luis Yoichi
    Akai, Naoki
    Ninomiya, Yoshiki
    Edahiro, Masato
    2017 IEEE INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2017, : 212 - 219
  • [49] Cooperative Localization Algorithm for Multiple Mobile Robot System in Indoor Environment Based on Variance Component Estimation
    Sun, Qian
    Diao, Ming
    Zhang, Ya
    Li, Yibing
    SYMMETRY-BASEL, 2017, 9 (06):
  • [50] Indoor Multiple Sound Source Localization Using a Novel Data Selection Scheme
    Sun, Longji
    Cheng, Qi
    2014 48TH ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS (CISS), 2014,