• DocumentCode
    109325
  • Title

    Relations Between Sparse-Grid Quadrature Rule and Spherical-Radial Cubature Rule in Nonlinear Gaussian Estimation

  • Author

    Bin Jia ; Ming Xin ; Yang Cheng

  • Author_Institution
    Intell. FusionTechnology, Germantown, MD, USA
  • Volume
    60
  • Issue
    1
  • fYear
    2015
  • fDate
    Jan. 2015
  • Firstpage
    199
  • Lastpage
    204
  • Abstract
    The recently emerging cubature Kalman filter and the sparse-grid quadrature filter approximate the numerical integrations for the mean and covariance in Gaussian filters using the spherical-radial cubature rule and the sparse-grid quadrature rule, respectively. This technical note reveals that 1) spherical rules can be obtained by the projection of sparse-grid quadrature rules; 2) the third- and some of the fifth-degree spherical-radial cubature rules can be directly constructed from sparse-grid quadrature rules.
  • Keywords
    Gaussian processes; Kalman filters; nonlinear estimation; nonlinear filters; numerical analysis; Gaussian filters; cubature Kalman filter; fifth-degree spherical-radial cubature rules; nonlinear Gaussian estimation; numerical integrations; sparse-grid quadrature filter; sparse-grid quadrature rule; Accuracy; Approximation methods; Estimation; Indexes; Kalman filters; Polynomials; Kalman filter; nonlinear filtering; sparse-grid; spherical-radial cubature rule;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2014.2322478
  • Filename
    6811214