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Micromechanics-based surrogate models for the response of composites: A critical comparison between a classical mesoscale constitutive model, hyper-reduction and neural networks
I.B.C.M. B C M Rocha
,
P. Kerfriden
,
F.P. P van Der Meer
Journal articles
hal-02539783v1
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Concurrent multiscale analysis without meshing: Microscale representation with CutFEM and micro/macro model blending
E. Mikaeili
,
Susanne Claus
,
Pierre Kerfriden
Journal articles
hal-04102146v1
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A Bayesian multiscale CNN framework to predict local stress fields in structures with microscale features
Vasilis Krokos
,
Viet Bui Xuan
,
Stéphane Bordas
,
Philippe Young
,
Pierre Kerfriden
Journal articles
hal-03507497v1
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GOAL-ORIENTED MODEL ADAPTIVITY IN STOCHASTIC ELASTODYNAMICS: SIMULTANEOUS CONTROL OF DISCRETIZATION, SURROGATE MODEL AND SAMPLING ERRORS
Pierre Kerfriden
,
S. Claus
,
I. Mihai
,
Pedro Bonilla-Villalba
,
A. Kundu
Journal articles
hal-03507515v1
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Real-Time Data Assimilation in Welding Operations Using Thermal Imaging and Accelerated High-Fidelity Digital Twinning
Pablo Pereira Álvarez
,
Pierre Kerfriden
,
David Ryckelynck
,
Vincent Robin
Journal articles
hal-03345602v1
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Automatised quality assessment in additive layer manufacturing using layer-by-layer surface measurements and deep learning
Léopold Le Roux
,
Chao Liu
,
Ze Ji
,
Pierre Kerfriden
,
Daniel Gage
,
et al.
Journal articles
hal-03507454v1
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A probabilistic data assimilation framework to reconstruct finite element error fields from sparse error estimates: Application to sub‐modeling
James Paul Rouse
,
Pierre Kerfriden
,
Maxime Hamadi
International Journal for Numerical Methods in Engineering, 2022, 123 (23), pp.5826-5853. ⟨10.1002/nme.7090⟩
Journal articles
hal-04023225v1
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A mixed-dimensional CutFEM methodology for the simulation of fibre-reinforced composites
Pierre Kerfriden
,
Susanne Claus
,
Iulia Mihai
Journal articles
hal-02529651v2
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Machine Learning-enabled feedback loops for metal powder bed fusion additive manufacturing
Chao Liu
,
Léopold Le Roux
,
Ze Ji
,
Pierre Kerfriden
,
Franck Lacan
,
et al.
Journal articles
hal-03507504v1
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Adaptive Isogeometric analysis for transient dynamics: Space–time refinement based on hierarchical a-posteriori error estimations
Peng Yu
,
Stéphane Pierre Alain Bordas
,
Pierre Kerfriden
Journal articles
hal-04023226v1
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