• DocumentCode
    3417251
  • Title

    Transmission rate allocation in multi-sensor target tracking

  • Author

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

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Miami, Coral Gables, FL
  • fYear
    2008
  • fDate
    March 31 2008-April 4 2008
  • Firstpage
    3021
  • Lastpage
    3024
  • Abstract
    In a multi-sensor 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 multi-sensor target tracking, we derive a utility function that captures the tracking quality of service as a function of bit-rate. We incorporate this utility function into a network rate resource allocation framework, deriving a distributed rate control algorithm for a shared network that does not require network re-design. In simulation studies, the new rate-control algorithm engenders much better tracking performance than a standard rate-control method.
  • Keywords
    Kalman filters; distributed control; quality of service; target tracking; transmission; wireless sensor networks; Kalman filter; distributed rate control algorithm; multisensor target tracking; network rate resource allocation framework; quality of service; shared network; tracking fusion center; transmission rate allocation; utility function; Covariance matrix; Distributed control; Equations; Kalman filters; Noise measurement; Protocols; Q measurement; Quality of service; Sensor fusion; Target tracking; Kalman filter; Target Tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
  • Conference_Location
    Las Vegas, NV
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-1483-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2008.4518286
  • Filename
    4518286