• DocumentCode
    1766114
  • Title

    Adaptive node scheduling under accuracy constraint forwireless sensor nodes with multiple bearings-only sensing units

  • Author

    Nayebi-Astaneh, Amirhossein ; Pariz, Naser ; Naghibi-Sistani, Mohammad-Bagher

  • Author_Institution
    Dept. of Electr. Eng., Ferdowsi Univ. of Mashhad, Mashhad, Iran
  • Volume
    51
  • Issue
    2
  • fYear
    2015
  • fDate
    42095
  • Firstpage
    1547
  • Lastpage
    1557
  • Abstract
    Wireless sensor networks (WSNs) are highly suitable for target tracking. In such networks, node scheduling is critical in terms of energy consumption and tracking accuracy. A WSN consisting of nodes with multiple bearings-only sensing units is considered in this study and an adaptive approach for the scheduling of such a network is presented. The proposed method continually determines the minimum number of measurements each node should perform in order to keep the tracking error below a certain limit. An extended Kalman filter (EKF) is utilized for target tracking. Tracking accuracy is formulated based on the nonlinear A-optimality measure. The node scheduling problem is reformulated as a linear binary mixed integer programming problem and solved in an online manner. Simulation results show that the proposed method results in less rms position error than the nearest node selection method, especially at the beginning of tracking when there is more uncertainty about the target state. With the same amount of energy consumption, the number of divergent tracks in this method is much fewer in comparison with those of the nearest node selection method.
  • Keywords
    Kalman filters; adaptive scheduling; integer programming; linear programming; nonlinear filters; target tracking; telecommunication scheduling; tracking filters; wireless sensor networks; EKF; WSN; adaptive node scheduling; energy consumption; extended Kalman filter; linear binary mixed integer programming problem; multiple bearing-only sensing unit; target tracking; wireless sensor network; Accuracy; Covariance matrices; Linear programming; Mathematical model; Target tracking; Time measurement; Wireless sensor networks;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.2014.130476
  • Filename
    7126202