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Prediction and predictive control using feedforward neural network

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28110%2F01%3A00000044" target="_blank" >RIV/70883521:28110/01:00000044 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Prediction and predictive control using feedforward neural network

  • Original language description

    Predictive control using artificial neural network with algorithm backpropagation is presented in the paper. This is the "learning teacher" type of the ANN (artifiicial neural network). Pairs of corresponding values to each other are put at the inputs and outputs in the training phase. Then, the information "overflows" from inputs to outputs and back until it gains the minimal global error per the number of epochs. After teaching, the ANN is able to predict the output value perfectly although the disturbance signal is presented. Neural network is by this way used as nonlinear substitution for very complex systems and controlled output value is predicted. This value is then used for PSD controller adaptive control. The results are presented as simulatedexamples in the environment of MATLAB and Simulink programs.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2001

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proc. 4th International Conference on Prediction and Nonlinear Dynamics

  • ISBN

    80-7318-030-8

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    1-6

  • Publisher name

    UTB

  • Place of publication

    Zlín

  • Event location

    Zlín

  • Event date

    Sep 25, 2001

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article