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  • Adaptation by Evolutionary Algorithms in Unfalsified Control

    Mon, Sep 26, 2011 @ 02:00 PM - 03:00 PM

    Ming Hsieh Department of Electrical and Computer Engineering

    Conferences, Lectures, & Seminars


    Speaker: Dr. Tanet Wonghong, University of Bangkok

    Talk Title: Adaptation by Evolutionary Algorithms in Unfalsified Control

    Abstract: Unfalsified control theory is a variant of adaptive control techniques. The main attractive point
    of this approach is that no plant model is required to design an adaptive controller. Following
    this concept, an adaptive controller is implemented by means of switching among many
    candidate controllers in a predefined set. The plant input signal and the plant output signal are
    observed while one candidate controller is active in the feedback loop, and they are used for the
    unfalsification algorithm to decide on which candidate controller in the set should be switched on
    as the next active controller. In the original work of Safonov et al, the adaptation of controllers
    can only be performed using the switching of an active controller in a predefined set of
    controllers. This is a major limitation to apply this approach to a nonlinear system. Usually, a
    fixed set of controllers that performs well for one operating point cannot guarantee to achieve a
    good performance under other operating conditions.
    To solve the above problem, when a new operating condition occurs, a new set of controllers is
    computed using a modified cost function via a new fictitious error signal and an evolutionary
    algorithm is used in order to search for an optimal controller over a space of arbitrary candidate
    controllers. A combination of the switching of controllers in the current set and the adaptation of
    the set of controllers leads to an automatic controller tuning method for a controller structure,
    e.g. PI and PID, in order to handle changes of set-points occurring in a highly nonlinear chemical
    process, e.g. a continuous stirred tank reactor (CSTR). Such a combination is the so-called a new
    unfalsified adaptive control algorithm.

    Biography: Tanet Wonghong received the Dr.-Ing. degree from TU Dortmund, Germany (2010). He is a
    lecturer of Electrical Engineering at Bangkok University. His research area are Adaptive Control,
    Unfalsified Control, Nonlinear Control, Robustness, Optimization Theory, Artificial Intelligence
    (EA), Automatic (PI & PID) Controller Tuning.

    Host: Michael Safonov

    More Information: TenetWonghong.pdf

    Location: Hughes Aircraft Electrical Engineering Center (EEB) - 248

    Audiences: Everyone Is Invited

    Contact: Shane Goodoff

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