• DocumentCode
    3006776
  • Title

    On the value of collaboration in anchorless robot self-localization

  • Author

    Schloemann, Javier ; Buehrer, R. Michael

  • Author_Institution
    Mobile & Portable Radio Res. Group (MPRG), Wireless@Virginia Tech, Blacksburg, VA, USA
  • fYear
    2012
  • fDate
    Oct. 29 2012-Nov. 1 2012
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In this paper, we consider the value of collaboration in anchorless robot self-localization. Robots which rely solely on data from imperfect inertial measurement units become increasingly less certain of their locations over time. Without anchors or landmarks to help them regain their bearings, these robots reach a point at which they essentially have no idea of their locations. If, however, these robots are given the ability to communicate with one another, they can utilize additional information gained through collaboration to correct their beliefs and collectively improve their location estimates. In this work, we characterize how inter-robot collaboration impacts self-localization performance and discuss whether any additional information, such as an estimator confidence measure, may be gleaned from the resulting corrected beliefs.
  • Keywords
    Bayes methods; least mean squares methods; mobile robots; anchorless robot self-localization; collaborative position location; estimator confidence measure; interrobot collaboration; location estimation; minimum mean squares error estimation; mobile robots; Approximation methods; Bayesian methods; Collaboration; Geometry; Robot sensing systems; Standards; Collaborative position location; minimum mean square error (MMSE) estimation; particle filtering; sampling importance resampling (SIR) filter; self-localization; tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    MILITARY COMMUNICATIONS CONFERENCE, 2012 - MILCOM 2012
  • Conference_Location
    Orlando, FL
  • ISSN
    2155-7578
  • Print_ISBN
    978-1-4673-1729-0
  • Type

    conf

  • DOI
    10.1109/MILCOM.2012.6415822
  • Filename
    6415822