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Estimation of Uniform Static Regression Model with Abruptly Varying Parameters

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F15%3A00446091" target="_blank" >RIV/67985556:_____/15:00446091 - isvavai.cz</a>

  • Alternative codes found

    RIV/48361143:_____/15:#0000029

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Estimation of Uniform Static Regression Model with Abruptly Varying Parameters

  • Original language description

    A modular framework for monitoring complex systems contains blocks that evaluate condition of single signals, typically of sensors. The signals are modelled and their values must be found within the prescribed bounds. However, an abrupt change of the signal ncreases the estimated parameters? variance, which raises uncertainty of the sensor condition although it operates correctly. This increase affects the whole system in evaluation of condition uncertainty. The solution must be fast and simple, becauseof runtime application requirements. The signal is modelled by a static model with uniform noise, variance increase is tested and if detected, the model memory is cleared. The fast and efficient algorithm is demonstrated on industrial rolling data. Themethod prevents the parameters? variance from the artificial increase.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/7D12004" target="_blank" >7D12004: Probabilistic distributed industrial system monitor</a><br>

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2015

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics

  • ISBN

    978-989-758-122-9

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    603-607

  • Publisher name

    SCITEPRESS ? Science and Technology Publications

  • Place of publication

    Portugal

  • Event location

    Colmar

  • Event date

    Jul 21, 2015

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article