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Collection du GDR I-GAIA
Cette collection rassemble les publications des membres du GDR I-GAIA portant sur l'ingéniérie augmentée par la données. Pour que les documents soient référencés, le mot clé "I-GAIA" doit être déclaré dans les méta-données de celui-ci.
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Renaud Ferrier, Mohamed Larbi Kadri, Sylvain Drapier, Pierre Gosselet. Apprentissage automatique d'EDPs contraintes par la physique pour l'identification des hétérogénéités dans les structures mécaniques élancées. 16è Colloque National en calcul des structures, CSMA, May 2024, Giens (Var), France. ⟨hal-04230541⟩
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Antoine Benady, Emmanuel Baranger, Ludovic Chamoin. Unsupervised learning of history-dependent constitutive material laws with thermodynamically-consistent neural networks in the modified Constitutive Relation Error framework.. Computer Methods in Applied Mechanics and Engineering, 2024, 425, pp.116967. ⟨10.1016/j.cma.2024.116967⟩. ⟨hal-04368755⟩
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Paul Saves, Rémi Lafage, Nathalie Bartoli, Youssef Diouane, Jasper Bussemaker, et al.. SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes. Advances in Engineering Software, 2024, 188 (103571), pp.103571. ⟨10.1016/j.advengsoft.2023.103571⟩. ⟨hal-04331916⟩
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Antoine Benady, Emmanuel Baranger, Ludovic Chamoin. NN-mCRE: a modified Constitutive Relation Error framework for unsupervised learning of nonlinear state laws with physics-augmented Neural Networks. International Journal for Numerical Methods in Engineering, 2024, ⟨10.1002/nme.7439⟩. ⟨hal-04102108v2⟩
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Paul Saves, Youssef Diouane, Nathalie Bartoli, Thierry Lefebvre, Joseph Morlier. High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft. Structural and Multidisciplinary Optimization, 2024, 67 (5), pp.81. ⟨10.1007/s00158-024-03785-z⟩. ⟨hal-04574274⟩
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Abdelhamid Hafidi, Benoit Hilloulin, Sonia Boudache, Umunnakwe Rejoice, Ahmed Loukili. Comparison of Machine Learning Algorithms for the Prediction of the External Sulphate Attack Resistance of Blended Cements. International RILEM Conference on Synergising Expertise towards Sustainability and Robustness of Cement-based Materials and Concrete Structures. SynerCrete 2023., Jun 2023, Milos Island, Greece. pp.725-735, ⟨10.1007/978-3-031-33187-9_67⟩. ⟨hal-04131990⟩
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Raul Carreira Rufato, Youssef Diouane, Joël Henry, Richard Ahlfeld, Joseph Morlier. A mixed-categorical data-driven approach for prediction and optimization of hybrid discontinuous composites performance. AIAA AVIATION 2022 Forum, Jun 2022, Chicago, United States. pp.0, ⟨10.2514/6.2022-4037⟩. ⟨hal-03888070⟩
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