• DocumentCode
    1951649
  • Title

    Optimal solution of finite dimensional filtering problems via solution of linear ODEs

  • Author

    Balaji, Bhashyam ; Damini, Anthony

  • Author_Institution
    Defence Res. Dev., Ottawa, Ont., Canada
  • fYear
    2006
  • fDate
    24-27 April 2006
  • Abstract
    The work of Yau and collaborators on finite dimensional filters is a major advance in the solution of the general nonlinear filtering problem. In this paper, the solution of Yau and Lai for a large class of finite dimensional Yau filters (that includes the linear filter) is further simplified. The complete solution of the finite dimensional filtering problem is given in terms of a system of linear ordinary differential equations, which are easy to implement. A natural and numerically stable numerical techniques, suggested by group theoretical techniques, is also presented.
  • Keywords
    filtering theory; group theory; linear differential equations; multidimensional systems; nonlinear filters; ODE; Yau filter; finite dimensional filtering; group theoretical technique; linear ordinary differential equation; nonlinear filtering problem; Algebra; Collaborative work; Differential equations; Filtering; Helium; Maximum likelihood detection; Nonlinear equations; Nonlinear filters; Signal processing; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Radar, 2006 IEEE Conference on
  • Print_ISBN
    0-7803-9496-8
  • Type

    conf

  • DOI
    10.1109/RADAR.2006.1631888
  • Filename
    1631888