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Christian Soize

Professor Emeritus, Université Gustave Eiffel, MSME UMR 8208
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Présentation

. Statistical Learning, Probabilistic Learning, Machine Learning, and Nonconvex Optimization Problem. . Uncertainty Quantification, stochastic modeling of uncertainties in computational sciences and engineering, their propagation and their quantification solving stochastic inverse problems. . Stochastic multi-scale modeling and application to microstructures of heterogeneous materials. . Computational science, computational mechanics, linear and nonlinear structural dynamics, structural acoustics, vibroacoustics, and coupled systems. . Computational stochastic dynamics for linear and nonlinear dynamical systems.

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Publications

1155741

Machine Learning methodology for constructing an aero-acoustic liner impedance metamodel from a computationally expensive model

Amritesh Sinha , Christophe Desceliers , Christian Soize , Guilherme Coelho-Cunha
17th U.S. National Congress on Computational Mechanics, USNCCM 2023, Jul 2023, Albuquerque, United States
Communication dans un congrès hal-04146434v1

Aero-acoustic liner impedance metamodel construction from a small dataset using probabilistic learning and neural networks

Amritesh Sinha , Christophe Desceliers , Christian Soize , Guilherme Coelho-Cunha
5th International Conference on Uncertainty Quantification in Computational Sciences and Engineering, UNCECOMP 2023, Jun 2023, Athens, Greece
Communication dans un congrès hal-04129015v1

Probabilistic learning on manifolds for liner impedance for design optimisation

Amritesh Sinha , Christophe Desceliers , Christian Soize , Guilherme Coelho-Cunha
ASCE-EMI 2022, May 2022, Baltimore, United States
Communication dans un congrès hal-03749563v1