• DocumentCode
    3559934
  • Title

    Transmission Rate Allocation in Multisensor Target Tracking Over a Shared Network

  • Author

    Ranasingha, M. Chamara ; Murthi, Manohar N. ; Premaratne, Kamal ; Fan, Xingzhe

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Miami, Coral Gables, FL
  • Volume
    39
  • Issue
    2
  • fYear
    2009
  • fDate
    4/1/2009 12:00:00 AM
  • Firstpage
    348
  • Lastpage
    362
  • Abstract
    In a multisensor target tracking application running on a shared network, at what bit rates should the sensors send their measurements to the tracking fusion center? Clearly, the sensors cannot use arbitrary rates in a shared network, and a standard network rate control algorithm may not provide rates amenable to effective target tracking. For Kalman filter-based multisensor target tracking, we derive a utility function that captures the tracking quality of service as a function of the sensor bit rates. We incorporate this utility function into a network rate resource allocation framework, deriving a distributed rate control algorithm for a shared network that is suitable for current best effort packet networks, such as the Internet. In simulation studies, the new rate control algorithm engenders significantly better tracking performance than a standard rate control method, while the ordinary data transfer flows continue to effectively operate while using their standard rate control methods.
  • Keywords
    Internet; Kalman filters; distributed control; packet switching; sensor fusion; target tracking; telecommunication control; Internet; Kalman filter-based multisensor target tracking; best effort packet networks; distributed rate control algorithm; network rate resource allocation framework; sensor bit rates; shared network; tracking fusion center; transmission rate allocation; utility function; Convex optimization; Kalman filtering (KF); data fusion; network utility maximization (NUM); networked signal processing; target tracking;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • Conference_Location
    12/16/2008 12:00:00 AM
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2008.2005123
  • Filename
    4717253