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Adaptive Predictive Control Utilizing Both State-Space and Input-Output Models

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F12%3A43869085" target="_blank" >RIV/70883521:28140/12:43869085 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Adaptive Predictive Control Utilizing Both State-Space and Input-Output Models

  • Original language description

    This paper introduces a controller which integrates a predictive control synthesis based on a multivariable state-space model of the controlled system and an on-line identification of an ARX model corresponding to the state-space model. The used approachthen combines both the state-space and input-output models. The model parameters are recursively estimated using the recursive least squares method with the directional forgetting. The control algorithm is based on the Generalised Predictive Control (GPC) method. The optimization was realized by minimization of a quadratic objective function. The controller was applied for real-time control of a three-tank-system laboratory model. The objective laboratory model is a two input-two output (TITO) nonlinear system. It is based on experience with authentic industrial control applications. Results of real-time experiments are also included.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    V - Vyzkumna aktivita podporovana z jinych verejnych zdroju

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Advances in Mathematical and Computational Methods

  • ISBN

    978-1-61804-117-3

  • ISSN

    2227-4588

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    85-90

  • Publisher name

    WSEAS

  • Place of publication

    Sliema

  • Event location

    Sliema

  • Event date

    Sep 7, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article