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Approximation of Mechanical Fields around Short-Cylinder-Shaped Inclusions by Means of Artificial Neural Network

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21110%2F16%3A00235775" target="_blank" >RIV/68407700:21110/16:00235775 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.4028/www.scientific.net/AMM.825.191" target="_blank" >http://dx.doi.org/10.4028/www.scientific.net/AMM.825.191</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.4028/www.scientific.net/AMM.825.191" target="_blank" >10.4028/www.scientific.net/AMM.825.191</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Approximation of Mechanical Fields around Short-Cylinder-Shaped Inclusions by Means of Artificial Neural Network

  • Original language description

    In this paper we present our approach to estimate mechanical fields (strains, stresses or displacements) inside isotropic infinite body with isotropic inclusions. Solution can be obtained easily for inclusions with ellipsoidal-like shapes by means of J. D. Eshelby's analytical solution given in~1957. Unfortunately for other distinct shapes of inclusions there is no analytic solution and finite element analysis is quite time consuming option. In our work, we focus on prediction of mechanical response for inclusions in form of short cylinders (e.g. steel fibers in steel-fiber-reinforced concrete) by means of artificial neural network. Which if trained on sufficiently large set of reference examples can predict desired mechanical fields and achieve considerable speed-up at the cost of approximate solution.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JN - Civil engineering

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA13-24027S" target="_blank" >GA13-24027S: Wang Tiling Compressions of Real World Material Systems</a><br>

  • Continuities

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

Others

  • Publication year

    2016

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Modern Methods of Experimental and Computational Investigations in Area of Construction

  • ISBN

    978-3-03835-603-5

  • ISSN

    1660-9336

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    191-194

  • Publisher name

    Trans Tech Publications Inc.

  • Place of publication

    Pfaffikon

  • Event location

    Praha

  • Event date

    Sep 17, 2015

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article