• DocumentCode
    138559
  • Title

    Received signal strength based bearing-only robot navigation in a sensor network field

  • Author

    Deshpande, Neha ; Grant, Edward ; Draelos, Mark ; Henderson, Thomas C.

  • Author_Institution
    Dept. of Adv. Robot., Ist. Italiano di Tecnol., Genoa, Italy
  • fYear
    2014
  • fDate
    14-18 Sept. 2014
  • Firstpage
    4618
  • Lastpage
    4623
  • Abstract
    This paper presents a low-complexity, novel approach to wireless sensor network (WSN) assisted autonomous mobile robot (AMR) navigation. The goal is to have an AMR navigate to a target location using only the information inherent to WSNs, i.e., topology of the WSN and received signal strength (RSS) information, while executing an efficient navigation path. Here, the AMR has neither the location information for the WSN, nor any sophisticated ranging equipment for prior mapping. Two schemes are proposed utilizing particle filtering based bearing estimation with RSS values obtained from directional antennas. Real-world experiments demonstrate the effectiveness of the proposed schemes. In the basic node-to-node navigation scheme, the bearing-only particle filtering reduces trajectory length by 11.7% (indoors) and 15% (outdoors), when compared to using raw bearing measurements. The advanced scheme further reduces the trajectory length by 22.8% (indoors) and 19.8% (outdoors), as compared to the basic scheme. The mechanisms exploit the low-cost, low-complexity advantages of the WSNs to provide an effective method for map-less and ranging-less navigation.
  • Keywords
    directive antennas; mobile robots; particle filtering (numerical methods); path planning; remotely operated vehicles; wireless sensor networks; RSS information; WSN AMR navigation; WSN topology; bearing-only particle filtering; directional antennas; location information; map-less navigation; node-to-node navigation scheme; particle filtering based bearing estimation; ranging-less navigation; raw bearing measurements; received signal strength based bearing-only robot navigation; sensor network field; target location; wireless sensor network assisted autonomous mobile robot navigation; Atmospheric measurements; Direction-of-arrival estimation; Directional antennas; Navigation; Particle measurements; Trajectory; Wireless sensor networks; WSN-assisted navigation; bearing estimation; particle filtering; received signal strength;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS 2014), 2014 IEEE/RSJ International Conference on
  • Conference_Location
    Chicago, IL
  • Type

    conf

  • DOI
    10.1109/IROS.2014.6943217
  • Filename
    6943217