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Generalized Predictive Control with Adaptive Model Based on Neural Networks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F05%3APU50468" target="_blank" >RIV/00216305:26220/05:PU50468 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Generalized Predictive Control with Adaptive Model Based on Neural Networks

  • Original language description

    Generalized Predictive Control (GPC) is well known control algorithm. If we put together predictive strategy of GPC and Neural Networks model, which is adaptive, then we obtain new controller with many advantages. Neural model is able to observe system changes and adapt itself, therefore regulator based on this model is adaptive. Algorithm was implemented in MATLAB-Simulink with aspect of future implementation to Programmable Logic Controller (PLC) B&R. It was tested on mathematical and physical modelsin soft-real-time realization. Predictive controller in comparison with classical discrete PID controller and it's advantages and disadvantages are shown.

  • Czech name

    Zevšeobecněný prediktivní regulátor s adaptivním modelem na bázi neuronových sítí

  • Czech description

    Článek popisuje implementaci prediktivního regulátoru s modelem na bázi neuronových sítí.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • 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

    Proceedings of the WSEAS Conferences NN'05, FS'05, EC'05

  • ISBN

    960-8457-24-6

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    1-5

  • Publisher name

    WSEAS

  • Place of publication

    Lisabon

  • Event location

    Lisabon

  • Event date

    Jun 16, 2005

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article