• DocumentCode
    3392467
  • Title

    Intelligent AP selection for indoor positioning in wireless local area network

  • Author

    Deng, Zhian ; Ma, Lin ; Xu, Yubin

  • Author_Institution
    Commun. Res. Center, Harbin Inst. of Technol., Harbin, China
  • fYear
    2011
  • fDate
    17-19 Aug. 2011
  • Firstpage
    257
  • Lastpage
    261
  • Abstract
    Indoor positioning system in wireless local area network (WLAN) has been receiving increasing interest in pervasive computing applications. To keep balance between energy consumption on client device and positioning accuracy, AP selection strategy is always proposed to select the most discriminant APs for positioning. In this paper, we propose an intelligent AP selection method based on joint location information gain. In contrast to traditional AP selection methods which measure the discriminant ability of APs independently, we consider it jointly. By considering the correlation of the discriminant ability between different APs, more accurate measure of the discriminant ability can be taken. Besides, support vector regression (SVR) positioning algorithm is combined to estimate the location. Experiments are carried in a realistic WLAN indoor environment. Experimental results show that, by using the intelligent AP selection method, the proposed positioning algorithm maintains a high-level accuracy while reducing the energy consumption on client device significantly.
  • Keywords
    indoor radio; radionavigation; regression analysis; support vector machines; wireless LAN; AP discriminant ability; SVR positioning algorithm; WLAN indoor environment; client device; indoor positioning system; intelligent AP selection strategy; joint location information gain; location estimation; pervasive computing applications; positioning accuracy; support vector regression; wireless local area network; Accuracy; Artificial neural networks; Energy consumption; Joints; Kernel; Support vector machines; Wireless LAN; AP selection; indoor positioning; support vector regression; wireless local area network (WLAN);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Networking in China (CHINACOM), 2011 6th International ICST Conference on
  • Conference_Location
    Harbin
  • Print_ISBN
    978-1-4577-0100-9
  • Type

    conf

  • DOI
    10.1109/ChinaCom.2011.6158159
  • Filename
    6158159