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AI Based Surrogate Model for Nonlinear Modelling of Reinforced Concrete

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F28399269%3A_____%2F24%3AN0000005" target="_blank" >RIV/28399269:_____/24:N0000005 - isvavai.cz</a>

  • Alternative codes found

    RIV/68407700:21230/24:00381125

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    AI Based Surrogate Model for Nonlinear Modelling of Reinforced Concrete

  • Original language description

    Surrogate models employing Artificial Intelligence (AI) and Artificial Neural Networks (ANNs) are being developed to enhance digital twins for structural health monitoring. Within this framework, the ANN-based surrogate model serves two key purposes. Initially, an ANN model is utilized during the calibration phase of the virtual twin, which is constructed using a nonlinear finite element model in ATENA software. Once calibrated, this virtual twin is employed to develop an ANN-based surrogate model. This model is instrumental in providing real-time, critical safety information essential for monitoring the structural health of bridges. This innovative approach has been implemented on pilot bridges in the Czech Republic.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20102 - Construction engineering, Municipal and structural engineering

Result continuities

  • Project

    <a href="/en/project/CK03000023" target="_blank" >CK03000023: Digital twin for increased reliability and sustainability of concrete bridges</a><br>

  • Continuities

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

Others

  • Publication year

    2024

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    20th fib Symposium Proceedings in Christchurch - ReConStruct - Resilient Concrete Structures

  • ISBN

    978-294064325-7

  • ISSN

    26174820

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    1998 -2008

  • Publisher name

    fib. The International Federation for Structural Concrete

  • Place of publication

  • Event location

    Christchurch, NZ

  • Event date

    Nov 11, 2024

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article