• DocumentCode
    3001388
  • Title

    The effect of intermittent measurement in Simultaneous Localization and Mapping

  • Author

    Othman, N.A. ; Ahmad, Harith

  • Author_Institution
    Fac. of Electr. & Electron. Eng., Univ. Malaysia Pahang (UMP), Pekan, Malaysia
  • fYear
    2013
  • fDate
    Nov. 29 2013-Dec. 1 2013
  • Firstpage
    152
  • Lastpage
    156
  • Abstract
    Intermittent measurement is defined as a situation where a mobile robot experiences loss of measurement data during observation due to sensor failure or imperfection of the system. The impact of intermittent measurement on the Simultaneous Localization and Mapping (SLAM) of a mobile robot is the subject of this paper. The analysis is important since SLAM requires recursive measurement data update throughout the process. In this paper, the effect of intermittent measurement on the state error covariance matrix was analyzed on two basic conditions, which are when the mobile robot is stationary and when it is in motion. We have observed the impact on the determinant of covariance matrix. It is proven by our analysis that intermittent measurement could cause inaccurate estimation of robot´s position and might increase the state error covariance matrix.
  • Keywords
    SLAM (robots); covariance matrices; mobile robots; robot kinematics; sensors; state estimation; SLAM; intermittent measurement; measurement data; mobile robot; recursive measurement data update; robot position estimation; sensor failure; simultaneous localization and mapping; state error covariance matrix; stationary mobile robot; system imperfection; Covariance matrices; Kalman filters; Mobile robots; Noise; Simultaneous localization and mapping; Kalman filter; SLAM; covariance matrix; intermittent measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control System, Computing and Engineering (ICCSCE), 2013 IEEE International Conference on
  • Conference_Location
    Mindeb
  • Print_ISBN
    978-1-4799-1506-4
  • Type

    conf

  • DOI
    10.1109/ICCSCE.2013.6719950
  • Filename
    6719950