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Novelty Detection in System Monitoring and Control with HONU

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21220%2F16%3A00305519" target="_blank" >RIV/68407700:21220/16:00305519 - isvavai.cz</a>

  • Result on the web

    <a href="http://www.igi-global.com/chapter/novelty-detection-in-system-monitoring-and-control-with-honu/152097" target="_blank" >http://www.igi-global.com/chapter/novelty-detection-in-system-monitoring-and-control-with-honu/152097</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.4018/978-1-5225-0063-6.ch003" target="_blank" >10.4018/978-1-5225-0063-6.ch003</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Novelty Detection in System Monitoring and Control with HONU

  • Original language description

    With focus on Higher Order Neural Units (HONUs), this chapter reviews two recently introduced adaptive novelty detection algorithms based on supervised learning of HONU with extension to adaptive monitoring of existing control loops. Further, the chapter also introduces a novel approach for novelty detection via local model monitoring with Self-organizing Map (SOM) and HONU. Further, it is discussed how these principles can be used to distinguish between external and internal perturbations of identified plant or control loops. The simulation result will demonstrates the potentials of the algorithms for single-input plants as well as for some representative of multiple-input plants and for the improvement of their control.

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2016

  • Confidentiality

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