Multiscale Thermodynamics-Informed Neural Networks (MuTINN) towards fast and frugal inelastic computation of woven composite structures

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作者
El Fallaki Idrissi, M. [1 ,2 ]
Praud, F. [1 ]
Meraghni, F. [1 ]
Chinesta, F. [2 ]
Chatzigeorgiou, G. [1 ]
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[1] Arts et Métiers Institute of Technology, CNRS, LEM3-UMR 7239, 4 rue Augustin Fresnel, Metz,57078, France
[2] ESI Chair, Arts et Métiers Institute of Technology, CNRS, PIMM-UMR 8006, 151 Boulevard de l'Hôpital, Paris,75013, France
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The authors gratefully acknowledge ESI Chair for the support that greatly assisted this research; and the Arts et Métiers High Performance Computing Center Cassiopee made available for conducting the research reported in this paper;
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  • [1] Multiscale Thermodynamics-Informed Neural Networks (MuTINN) towards fast and frugal inelastic computation of woven composite structures
    Idrissi, M. El Fallaki
    Praud, F.
    Meraghni, F.
    Chinesta, F.
    Chatzigeorgiou, G.
    JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS, 2024, 186