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
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;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-6674-0
DOI :
10.1109/IROS.2010.5650398