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Approximation of Ideal Fault Detector in Real-time FDI with Supervised Training

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21220%2F06%3A02120292" target="_blank" >RIV/68407700:21220/06:02120292 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Approximation of Ideal Fault Detector in Real-time FDI with Supervised Training

  • Original language description

    The paper generally attempts to propose the algorithm, which helps to approximate in real time the most likely system mode in case of "new" data information. An approximation is performed in neighbourhoods around the actual observed data vector. Besides,the suggested algorithm, which is a part of the Bayesian identification-based real-time fault detection and isolation process, "fights" with the dimensionality problem connected with use of probabilistic models in FDI. The practical aspects of the proposed algorithm have been tested in real time on a laboratory heating system. Results obtained proved suitability of the designed algorithm for the approximation of ideal fault detector.

  • Czech name

    Aproximace ideálního detektoru chyb při diagnostice chyb v reálném čase s dohledem trénování

  • Czech description

    Článek navrhuje algoritmus, který pomocí pravděpodobnostního diskrétního modelu provádí detekci a lokalizaci chyb nelineárního stochastického dynamického systému. Navržená metoda pracující v reálném čase umožňuje průběžně doplňovat nové informace o chybách.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2006

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Advanced Engineering Design AED 2006

  • ISBN

    80-86059-44-8

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

  • Publisher name

    ČVUT

  • Place of publication

    Praha

  • Event location

    Prague

  • Event date

    Jun 11, 2006

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article