• DocumentCode
    3444290
  • Title

    Consensus-based distributed estimation for target tracking in heterogeneous sensor networks

  • Author

    Petitti, Antonio ; Paola, Donato Di ; Rizzo, Alessandro ; Cicirelli, Grazia

  • Author_Institution
    Inst. of Intell. Syst. for Autom. (ISSIA), Nat. Res. Council (CNR), Bari, Italy
  • fYear
    2011
  • fDate
    12-15 Dec. 2011
  • Firstpage
    6648
  • Lastpage
    6653
  • Abstract
    In this paper the problem of distributed target tracking is considered. A network of heterogeneous sensing agents is used to observe a maneuvering target and, at each iteration, all the agents are able to agree about the estimate of the target position, despite the fact that only a small percentage of agents can sense the target at each time instant. Our Consensus-based Distributed Target Tracking (CDTT) is a fully distributed iterative tracking algorithm, in which each iteration is based on two phases: an estimation phase and a consensus one. As a result, the estimated trajectories are identical for all the agents at each time instant. Numerical simulations and comparison with another target tracking algorithm are carried out to show the effectiveness and feasibility of our approach.
  • Keywords
    Kalman filters; graph theory; iterative methods; multi-agent systems; multi-robot systems; sensors; target tracking; consensus phase; consensus-based distributed estimation; consensus-based distributed target tracking; estimation phase; heterogeneous sensing agent; heterogeneous sensor network; iterative tracking algorithm; maneuvering target; target position; target tracking algorithm; Covariance matrix; Estimation; Kalman filters; Position measurement; Sensors; Target tracking; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-61284-800-6
  • Electronic_ISBN
    0743-1546
  • Type

    conf

  • DOI
    10.1109/CDC.2011.6161360
  • Filename
    6161360