• DocumentCode
    831897
  • Title

    Parameter estimation in linear dynamic systems

  • Author

    Wahba, Grace

  • Author_Institution
    University of Wisconsin, Madison, WI, USA
  • Volume
    25
  • Issue
    2
  • fYear
    1980
  • fDate
    4/1/1980 12:00:00 AM
  • Firstpage
    235
  • Lastpage
    238
  • Abstract
    We give some fairly general circumstances under which the experimental design problem for linear dynamic systems with correlated noise can be put in the exact form of the Kiefer-Wolfowitz experimental design problem. Optimal inputs are characterized in terms of their spectral measures with respect to a resolution of the identity in a certain reproducing kernel Hilbert space. Numerical methods established for the Kiefer-Wolfowitz design problem then apply to the numerical determination of an optimal spectral measure.
  • Keywords
    Linear systems, stochastic continuous-time; Parameter estimation; Covariance matrix; Design for experiments; Extraterrestrial measurements; Gaussian processes; Hilbert space; Kernel; Noise measurement; Parameter estimation; Signal design; Tellurium;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1980.1102286
  • Filename
    1102286