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Generalized Predictive Control with a Non-linear Autoregressive Model

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F05%3APU47654" target="_blank" >RIV/00216305:26220/05:PU47654 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Generalized Predictive Control with a Non-linear Autoregressive Model

  • Original language description

    This paper presents a solution to computation of predictive control using non-linear auto-regressive models. For the non-linear model a neural network is used as a perspective tool for modelling of dynamic systems. However, the described approach is applicable to any type of auto-regressive model. The model is not linearized in the operating point, but in each control optimization step the model's derivative is computed (linearization) for all points in the prediction horizon. The method can be usedd inreal-time control. This is verified by porting the algorithm directly to the PLC.

  • Czech name

    Prediktiví regulátor s nelineárním autpregresivním modelem

  • Czech description

    Článek se zabývá výpočtem prediktivního regulátoru s použitím nelineárního autoregresivního modelu na bázi neuronové sítě. Použitý algoritmus pracuje v reálném čase.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JB - Sensors, detecting elements, measurement and regulation

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2005

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Automatic Control Modeling and Simulation

  • ISBN

    960-8457-12-2

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    85-89

  • Publisher name

    WSEAS

  • Place of publication

    Praha

  • Event location

    Praha

  • Event date

    Mar 13, 2005

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article