• DocumentCode
    3315424
  • Title

    Numerical aspects regarding the a-priori Fisher information of nonlinear models for hydraulic servo-systems

  • Author

    Dietrich, Franz ; Raatz, Annika ; Hesselbach, Jürgen

  • Author_Institution
    Inst. of Machine Tools & Production Technol., Tech. Univ., Braunschweig, Germany
  • fYear
    2010
  • fDate
    18-22 Oct. 2010
  • Firstpage
    6181
  • Lastpage
    6186
  • Abstract
    This article aderesses aspects of the a-priori computation of the Fisher information matrix. The aim of the type of Fisher matrix discussed is the experiment design for parameter estimation of nonlinear state space models. A definition for the sampling of experiments is stated, which is convenient for software implementation. Both, measurement samples that belong to a coherent sequence and samples from independent experiments, may be stored together in one single data structure. Since the covariance matrix of the prediction error is required in the Fisher matrix, a method for its a-priori prediction is proposed. A servo-hydraulic positioning system serves as a validation example. The comparison of the a-priori and a-posteriori Fisher matrices of this example show that the method proposed is suitable to provide an approximation of an optimality criterion for experiment design.
  • Keywords
    approximation theory; covariance matrices; hydraulic systems; nonlinear control systems; optimisation; parameter estimation; servomechanisms; state-space methods; Fisher information matrix; approximation; coherent sample; coherent sequence; covariance matrix; hydraulic servosystem; nonlinear state space model; parameter estimation; positioning system; prediction error;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
  • Conference_Location
    Taipei
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4244-6674-0
  • Type

    conf

  • DOI
    10.1109/IROS.2010.5650398
  • Filename
    5650398