Experimental evaluation of input designs for multiple-input multiple-output open-loop system identification

A4 Conference proceedings


Internal Authors/Editors


Publication Details

List of Authors: Kurt E. Häggblom, Jari M. Böling
Editors: M. H. Hamza
Place: Calgary
Publication year: 2013
Publisher: ACTA Press
Book title: Control and applications 2013 : IASTED International conference on control and applications
Volume number: 805
Start page: 157
End page: 163
ISBN: 978-0-88986-958-5


Abstract

A procedure is presented for input design in MIMO system identification that explicitly takes system gain directionality into account. For ill-conditioned systems, the dynamics tend to be different in the various gain directions. The advantage of this procedure is that the dynamics in all gain directions can be identified. The procedure can be used for any type of excitation signal, e.g., step, PRBS or multi-sinusoidal signals. The superiority of the proposed input designs over more standard designs is demonstrated on a pilot-scale distillation column. The main conclusion of the study is that it is crucial that the various gain directions in a MIMO system are properly excited. The type of input signal (e.g., step or PRBS), or the way of exciting the gain directions, appears to be less important.


Keywords

Distillation columns, Experiment design, Ill-conditioned systems, Multivariable systems, PRBS signals, System identification

Last updated on 2019-16-10 at 02:59