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THE CONTROL OF ACTIVE MAGNETIC BEARING USING TWO-PHASE Q-LEARNING

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26210%2F03%3APU36727" target="_blank" >RIV/00216305:26210/03:PU36727 - isvavai.cz</a>

  • Alternative codes found

    RIV/61388998:_____/03:51030195

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    čeština

  • Original language name

    THE CONTROL OF ACTIVE MAGNETIC BEARING USING TWO-PHASE Q-LEARNING

  • Original language description

    Q-learning method proved to be usable in active magnetic bearing (AMB) control task, however the learning speed remains the main problem. Two-phase variant of the Q-learning speeds up the learning process by dividing the method into two stages - prelearning stage which uses mathematical model of AMB and is highly efficient and tutorage stage which uses conventional Q learning and is used for further fining of the Q-function. Comparison with PID controller is included to demonstrate algorithms control abbilities. As table (step function) is used as Q-function implementation, the optimum configuration of the table (number and relative positions of node points) was also investigated.

  • Czech name

    THE CONTROL OF ACTIVE MAGNETIC BEARING USING TWO-PHASE Q-LEARNING

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA101%2F00%2F1471" target="_blank" >GA101/00/1471: Stability and control of rotors on magnetic bearings</a><br>

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2003

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Engeneering Mechanics 2003

  • ISBN

    80-86246-18-3

  • ISSN

  • e-ISSN

  • Number of pages

    2

  • Pages from-to

    38-39

  • Publisher name

    Institute of Theoretical and Applied Mechanics, Academy of Sciences of the Czech Republic, Prague

  • Place of publication

    Praha

  • Event location

    Svratka

  • Event date

    May 12, 2003

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article