• DocumentCode
    3430921
  • Title

    Mixed-mode Implementation of Particle Filters

  • Author

    Velmurugan, Rajbabu ; Subramanian, Shyam ; Cevher, Volkan ; McClellan, James H. ; Anderson, David V.

  • Author_Institution
    Georgia Inst. of Technol., Atlanta
  • fYear
    2007
  • fDate
    22-24 Aug. 2007
  • Firstpage
    617
  • Lastpage
    620
  • Abstract
    In this paper, we develop new mixed-mode implementations for particle Biters and compare them to a digital implementation. The motivation for the mixed-mode implementation is to achieve low-power implementation of particle filters. The specific application considered is a bearings-only, single-target tracking algorithm. Specifically, we develop mixed-mode implementations that use analog components to realize nonlinear functions in the particle filter algorithm. The analog implementation of nonlinear functions uses low-power multiple-input translinear element (MITE) networks. Simulation results for one mixed-mode implementation of the bearings-only tracker show that the analog errors are low enough to support accurate tracking. Redesign of the mixed-mode implementation in a second form with more analog components will result in nearly twenty times less power dissipation.
  • Keywords
    direction-of-arrival estimation; nonlinear functions; particle filtering (numerical methods); target tracking; bearings-only algorithm; mixed-mode implementation; multiple-input translinear element networks; nonlinear functions; particle filters; single-target tracking algorithm; Algorithm design and analysis; Analytical models; Educational institutions; Goniometers; Particle filters; Particle tracking; Power dissipation; State estimation; Target tracking; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Computers and Signal Processing, 2007. PacRim 2007. IEEE Pacific Rim Conference on
  • Conference_Location
    Victoria, BC
  • Print_ISBN
    978-1-4244-1189-4
  • Electronic_ISBN
    1-4244-1190-4
  • Type

    conf

  • DOI
    10.1109/PACRIM.2007.4313312
  • Filename
    4313312