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

    Research output: Chapter in Book/Conference proceedingConference contributionScientificpeer-review

    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.

    Original languageUndefined/Unknown
    Title of host publicationControl and applications 2013 : IASTED International conference on control and applications
    EditorsM. H. Hamza
    PublisherACTA Press
    Pages157–163
    ISBN (Print)978-0-88986-958-5
    DOIs
    Publication statusPublished - 2013
    MoE publication typeA4 Article in a conference publication
    EventIASTED International Conference of Control and Applications - 15th IASTED International Conference on Control and Applications
    Duration: 26 Aug 201328 Aug 2013

    Conference

    ConferenceIASTED International Conference of Control and Applications
    Period26/08/1328/08/13

    Keywords

    • Distillation columns
    • Multivariable systems
    • PRBS signals
    • experiment design
    • ill-conditioned systems
    • system identification

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