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A Practical Approach to Grey-box Model Identification

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F11%3A00182577" target="_blank" >RIV/68407700:21230/11:00182577 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    A Practical Approach to Grey-box Model Identification

  • Original language description

    Today's computing power can provide a way how to fit physically well founded models to a given experimental data. The combination of user's subjective information and objective data (grey-box modeling) is especially profitable when obtaining sufficientlyexcited data is impracticable or costly. This is typical in the industrial practice. However a simple prediction error fitting scheme can results in poor estimate of parameters. In this article, a new method how to improve parameters estimate to be relevant in commissioning model predictive control, is proposed. The method is derived on the base of maximum likelihood estimation and demonstrated using a practical application.

  • 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/GA102%2F08%2F0442" target="_blank" >GA102/08/0442: Feasible approximations of dual control strategies</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2011

  • 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 18th IFAC World Congress, 2011

  • ISBN

    978-3-902661-93-7

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    10776-10781

  • Publisher name

    IFAC

  • Place of publication

    Bologna

  • Event location

    Milano

  • Event date

    Aug 28, 2011

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article