• DocumentCode
    3335456
  • Title

    RFID sensor deployment using differential evolution for indoor mobile robot localization

  • Author

    Seok, Joon-Hong ; Lee, Joon-Yong ; Oh, Changmok ; Lee, Ju-Jang ; Lee, Ho Joo

  • Author_Institution
    Dept. of Electr. Eng., KAIST, Daejeon, South Korea
  • fYear
    2010
  • fDate
    18-22 Oct. 2010
  • Firstpage
    3719
  • Lastpage
    3724
  • Abstract
    This paper presents the sensor deployment method to design a RFID sensor network for the mobile robot localization using evolutionary approach. For this purpose, we employ the differential evolution (DE), which is well-known for promising performance. We propose two variation methods, the direct optimization strategy for the maximum usage of initial information intuitively and the full coverage optimization strategy for the dense coverage for the surveillance and the security. In that case, the proper tuning of parameters of DE is essential. We experiment sensor deployment in two maps for providing guidance about parameter tuning. The experimental results show better sensor deployment result according to guided parameter setting. The full coverage optimization strategy also shows proper result using guided parameters from the standard DE case.
  • Keywords
    mobile robots; optimisation; radiofrequency identification; sensor placement; surveillance; RFID sensor deployment; differential evolution; direct optimization strategy; indoor mobile robot localization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
  • Conference_Location
    Taipei
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4244-6674-0
  • Type

    conf

  • DOI
    10.1109/IROS.2010.5651580
  • Filename
    5651580