• DocumentCode
    3482634
  • Title

    Harmonic signal analysis with Kalman filters using periodic orbits of nonlinear ODEs

  • Author

    Wigren, Torbjorn ; Abd-Elrady, Emad ; Soderstrom, Torsten

  • Author_Institution
    Dept. of Syst. & Control, Inf. Technol., Uppsala Univ., Sweden
  • Volume
    6
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    The paper suggests a new approach to the problem of harmonic signal estimation. The idea is to model the harmonic signal as a function of the state of a second order nonlinear ordinary differential equation (ODE). The function of the right hand side of the nonlinear ODE is parameterized with a polynomial model. A Kalman filter and an extended Kalman filter are then developed. The proposed methodology reduces the number of estimated unknowns in cases where the actual signal generation resembles that of the imposed model. This is expected to result in an improved accuracy of the estimated parameters, as compared to existing methods.
  • Keywords
    Kalman filters; harmonic analysis; nonlinear differential equations; parameter estimation; polynomials; signal processing; extended Kalman filters; harmonic signal analysis; harmonic signal estimation; nonlinear ODE; nonlinear differential equation; parameter estimation; periodic orbits; polynomial model; second order differential equation; second order nonlinear ordinary differential equation; Differential equations; Estimation; Harmonic analysis; Orbits; Polynomials; Power harmonic filters; Signal analysis; Signal generators; Signal processing algorithms; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1201770
  • Filename
    1201770