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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

944907
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Modeling uncertainties in molecular dynamics simulations using a stochastic reduced-order basis

Haoran Wang , Johann Guilleminot , Christian Soize
Computer Methods in Applied Mechanics and Engineering, 2019, 354, pp.37-55. ⟨10.1016/j.cma.2019.05.020⟩
Article dans une revue hal-02146341v1
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Stochastic modeling and identification of an hyperelastic constitutive model for laminated composites

Brian Staber , Johann Guilleminot , Christian Soize , John Michopoulos , A. Iliopoulos
Computer Methods in Applied Mechanics and Engineering, 2019, 347, pp.425-444. ⟨10.1016/j.cma.2018.12.036⟩
Article dans une revue hal-02052852v1
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Stochastic continuum modeling of random interphases from atomistic simulations. Application to a polymer nanocomposite

Thinh-Tien Le , Johann Guilleminot , Christian Soize
Computer Methods in Applied Mechanics and Engineering, 2016, 303, pp.430-449. ⟨10.1016/j.cma.2015.10.006⟩
Article dans une revue hal-01223801v1
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On the statistical dependence for the components of random elasticity tensors exhibiting material symmetry properties

Johann Guilleminot , Christian Soize
Journal of Elasticity, 2013, 111 (2), pp.109-130. ⟨10.1007/s10659-012-9396-z⟩
Article dans une revue hal-00724048v1
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Stochastic model and generator for random fields with symmetry properties: application to the mesoscopic modeling of elastic random media

Johann Guilleminot , Christian Soize
Multiscale Modeling and Simulation: A SIAM Interdisciplinary Journal, 2013, 11 (3), pp.840-870. ⟨10.1137/120898346⟩
Article dans une revue hal-00854121v1
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Stochastic framework for modeling the linear apparent behavior of complex materials: application to random porous materials with interphases

Johann Guilleminot , T. T. Tien Le , Christian Soize
Acta Mechanica Sinica, 2013, 29 (6), pp.773-782. ⟨10.1007/s10409-013-0101-7⟩
Article dans une revue hal-00923206v1
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Generalized stochastic approach for constitutive equation in linear elasticity: a random matrix model

Johann Guilleminot , Christian Soize
International Journal for Numerical Methods in Engineering, 2012, 90 (5), pp.613-635. ⟨10.1002/nme.3338⟩
Article dans une revue hal-00699345v1
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Stochastic representation for anisotropic permeability tensor random fields

Johann Guilleminot , Christian Soize , R. Ghanem
International Journal for Numerical and Analytical Methods in Geomechanics, 2012, 36 (13), pp.1592-1608. ⟨10.1002/nag.1081⟩
Article dans une revue hal-00724651v1
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Stochastic modeling of anisotropy in multiscale analysis of heterogeneous materials: A comprehensive overview on random matrix approaches

Johann Guilleminot , Christian Soize
Mechanics of Materials, 2012, 44 (SI), pp.35-46. ⟨10.1016/j.mechmat.2011.06.003⟩
Article dans une revue hal-00684288v1
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Probabilistic modeling of apparent tensors in elastostatics: A MaxEnt approach under material symmetry and stochastic boundedness constraints

Johann Guilleminot , Christian Soize
Probabilistic Engineering Mechanics, 2012, 28 (SI), pp.118-124. ⟨10.1016/j.probengmech.2011.07.004⟩
Article dans une revue hal-00686132v1
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Non-Gaussian positive-definite matrix-valued random fields with constrained eigenvalues: Application to random elasticity tensors with uncertain material symmetries

Johann Guilleminot , Christian Soize
International Journal for Numerical Methods in Engineering, 2011, 88 (11), pp.1128-1151. ⟨10.1002/nme.3212⟩
Article dans une revue hal-00684290v1
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A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures

Johann Guilleminot , A. Noshadravan , Christian Soize , R. Ghanem
Computer Methods in Applied Mechanics and Engineering, 2011, 200 (17-20), pp.1637-1648. ⟨10.1016/j.cma.2011.01.016⟩
Article dans une revue hal-00684305v1
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A stochastic model for elasticity tensors with uncertain material symmetries

Johann Guilleminot , Christian Soize
International Journal of Solids and Structures, 2010, 47 (22-23), pp.3121-3130. ⟨10.1016/j.ijsolstr.2010.07.013⟩
Article dans une revue hal-00684310v1
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Mesoscale probabilistic models for the elasticity tensor of fiber reinforced composites: Experimental identification and numerical aspects

Johann Guilleminot , Christian Soize , D. Kondo
Mechanics of Materials, 2009, 41 (12), pp.1309-1322. ⟨10.1016/j.mechmat.2009.08.004⟩
Article dans une revue hal-00684330v1

Stochastic multiscale modeling of random interphases in nanoreinforced polymers

Thinh-Tien Le , Johann Guilleminot , Christian Soize
UNCECOMP 2015, 1st ECCOMAS Thematic International Conference on Uncertainty Quantification in Computational Sciences and Engineering, May 2015, The Island of Crete, Greece
Communication dans un congrès hal-01158283v1

Random field modeling and generation for stochastic multiscale analysis

Johann Guilleminot , Christian Soize
UNCECOMP 2015, 1st ECCOMAS Thematic International Conference on Uncertainty Quantification in Computational Sciences and Engineering, May 2015, The Island of Crete, Greece
Communication dans un congrès hal-01158282v1

Stochastic continuum modeling of random interphases based on atomistic simulations: application to a nanoreinforced polymer

Thinh-Tien Le , Johann Guilleminot , Christian Soize
13th U.S. National Congress on Computational Mechanics (U8SNCCM 2015), Jul 2015, San Diego, CA, United States
Communication dans un congrès hal-01192567v1

Stochastic modeling for statistical inverse identification in mechanics of materials

Johann Guilleminot , Christian Soize
KAUST Research Conference: Recent Trends in Predicting and Monitoring the Integrity of Composites (COMINT), Jun 2015, Thuwal, Saudi Arabia
Communication dans un congrès hal-01162766v1

Generation of non-Gaussian vector-valued random fields for stochastic representation in multiscale analysis: an adaptive algorithm based on Itô stochastic differential equations

Johann Guilleminot , Christian Soize
14th European Mechanics of Materials Conference 2014 (EMMC14), Aug 2014, Gothenburg, Sweden. pp.Pages: 1-1
Communication dans un congrès hal-01061954v1

Stochastic modeling of interphase effects for nanoreinforced heterogeneous materials

T. Le , Johann Guilleminot , Christian Soize
11th World Congress on Computational Mechanics (WCCM XI), 5th European Conference on Computational Mechanics (ECCM V), 6th European Conference on Computational Fluid Dynamics (ECFD VI), Jul 2014, Barcelona, Spain. pp.Page: 1-2
Communication dans un congrès hal-00989429v1

Adaptive ISDE-based algorithm for the generation of non-gaussian vector-valued random fields

Johann Guilleminot , Christian Soize
11th World Congress on Computational Mechanics (WCCM XI), 5th European Conference on Computational Mechanics (ECCM V), 6th European Conference on Computational Fluid Dynamics (ECFD VI), Jul 2014, Barcelona, Spain. pp.Page: 1-1
Communication dans un congrès hal-00989426v1

Statistical inverse method for the multiscale identification of the apparent random elasticity field of heterogeneous microstructures

Christian Soize , Christophe Desceliers , Johann Guilleminot , M.T. Nguyen , Jean-Marc Allain
Workshop on Inverse problems for multiscale and stochastic problems, Oct 2014, Champs-sur-Marne, Marne-la-Vallée, France. pp.Pages: 1-1
Communication dans un congrès hal-01066582v1

Representations of non-Gaussian positive-definite matrix-valued random fields for elliptic BVP and statistical inverse identification in high dimension using partial and limited experimental data

Christian Soize , Christophe Desceliers , Johann Guilleminot , Anthony Nouy , Guillaume Perrin
Workshop on Numerical Methods for High-Dimensional Problems, Ecole des Ponts ParisTech, Apr 2014, Champs-sur-Marne, Marne-la-Vallée, France. pp.Pages: 1-2
Communication dans un congrès hal-00989445v1
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Modélisation probabiliste des effets de surface pour des matériaux nano-renforcés

T. T. Le , Johann Guilleminot , Christian Soize
21ème Congrès Français de Mécanique 2013 (CFM 2013), Aug 2013, Bordeaux, France. pp.1-6
Communication dans un congrès hal-00861327v1
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Generation of non-Gaussian tensor-valued random fields using an ISDE-based algorithm

Johann Guilleminot , Christian Soize
ICOSSAR 2013, 11th International Conference on Structural Safety and Reliability, Columbia University, Jun 2013, New-York, United States. pp.1-6
Communication dans un congrès hal-00806416v1
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Recent advances in prior probabilistic representations for non-Gaussian mesoscale random fields of apparent properties

Johann Guilleminot , Christian Soize
Euromech 537, Multi-scale Computational Homogenization of Heterogeneous Structures and Materials, Université Paris-Est Marne-la-Vallée, Mar 2012, Marne-la-Vallée, France. pp.1-2
Communication dans un congrès hal-00698781v1
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Prior representations of random fields for stochastic multiscale modeling

Johann Guilleminot , Christian Soize
IUTAM Symposium on Multiscale Problems in Stochastic Mechanics, Jun 2012, Karlsruhe, Germany. pp.1-6
Communication dans un congrès hal-00734151v2
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A nonparametric stochastic model for non-Gaussian random fields with SO(n,R)-invariance

Johann Guilleminot , Christian Soize
Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2012), Vienna University of Technology, Sep 2012, Vienna, Austria. pp.1-2
Communication dans un congrès hal-00734171v1

Stochastic model for matrix-valued random fields with constrained eigenvalues: application to stochastic elasticity and permeability tensors

Johann Guilleminot , Christian Soize
Eleventh U. S. National Congress on Computational Mechanics (USNCCM XI 2011), Jul 2011, Minneapolis, Minnesota, United States. pp.1
Communication dans un congrès hal-00701591v1

MaxEnt approach for the probabilistic modeling of matrix-valued random fields with constrained eigenvalues: application to apparent mechanical and transport properties

Johann Guilleminot , Christian Soize
6th MIT Conference on Computational Fluid and Solid Mechanics, Advances in Solids and Structures, Jun 2011, Cambridge, Massachusetts, United States. pp.1
Communication dans un congrès hal-00701530v1
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Construction de représentations stochastiques par la Théorie de l'Information: application à la modélisation du tenseur d'élasticité apparent pour les microstructures aléatoires

Johann Guilleminot , Christian Soize
20ème Congrès Français de Mécanique 2011, Université de Besançon, Aug 2011, Besançon, France. pp.1-6
Communication dans un congrès hal-00773379v1
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On mesoscopic probabilistic modeling of random anisotropic media under material symmetry constraints

Johann Guilleminot , Christian Soize
16th US National Congress of Theoretical and Applied Mechanics, USNCTAM 2010, State College, University Park, Jun 2010, University Park, PA, United States. pp.USNCTAM2010-476-1
Communication dans un congrès hal-00692834v1

On nonparametric stochastic modeling of elasticity tensors based on material symmetry constraints

Johann Guilleminot , Christian Soize
Engineering Mechanics Institute 2010 (EMI 2010), Aug 2010, Los Angeles, United States. pp.2
Communication dans un congrès hal-00699809v1
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A stochastic model for elasticity tensors exhibiting uncertainties on material symmetries

Johann Guilleminot , Christian Soize
Sixth International Conference on Computational Stochastic Mechanics, Jun 2010, Rhodos, Greece. pp.P032, Pages: 298-303, ⟨10.3850/978-981-08-7619-7_P032⟩
Communication dans un congrès hal-00692832v1

Non-Gaussian Random Fields in Multiscale Mechanics of Heterogeneous Materials

Johann Guilleminot , Christian Soize
H. Altenbach and A. Ochsner. Encyclopedia of Continuum Mechanics, Springer Berlin Heidelberg, pp.1826-1834, 2020, Encyclopedia of Continuum Mechanics, 978-3-662-55877-5. ⟨10.1007/978-3-662-55771-6_68⟩
Chapitre d'ouvrage hal-01646981v1

Statistical inverse method for the multiscale identification of the apparent random elasticity field of heterogeneous microstructures

Christian Soize , Christophe Desceliers , Johann Guilleminot , M. T. Nguyen , Jean-Marc Allain
2014
Autre publication scientifique hal-01591436v1

Representations of non-Gaussian positive-definite matrix-valued random fields for elliptic BVP and statistical inverse identification in high dimension using partial and limited experimental data

Christian Soize , Christophe Desceliers , Johann Guilleminot , Anthony Nouy , Guillaume Perrin
2014
Autre publication scientifique hal-01591433v1

Modélisation d’interphases aléatoires dans les polymères nano-renforcés: modèle stochastique, générateur et identification inverse à l’aide de simulations par dynamique moléculaire

T. T. Le , Johann Guilleminot , Christian Soize
2014
Autre publication scientifique hal-01648019v1

On the construction of Prior Algebraic Stochastic Models for mesoscale elasticity tensor random fields

Johann Guilleminot , Christian Soize
2012
Autre publication scientifique hal-00832969v1

Prior stochastic models and numerical algorithms for the modeling of non-Gaussian tensor-valued random fields

Johann Guilleminot , Christian Soize
2012
Autre publication scientifique hal-00826090v1

Stochastic model identification of fibre-reinforced composites at the mesoscale

Johann Guilleminot , Christian Soize , D. Kondo , C. Binetruy
2008, pp.73-74
Autre publication scientifique hal-00826647v1

Stochastic multiscale modeling and inverse identification of complex heterogeneous materials

Johann Guilleminot , Christian Soize
Seminar, Naval Research Laboratory, Washington DC, USA. 2015
Autre rapport, séminaire, workshop hal-01648049v1

Stochastic multiscale modeling and inverse identification of complex heterogeneous materials

Johann Guilleminot , Christian Soize
Seminar, Computational multiphysics systems laboratory, Center for computational material science, Naval Research Laboratory, Washington DC, USA, April 9, 2015. 2015
Autre rapport, séminaire, workshop hal-01818886v1

Stochastic representations and statistical inverse identification for uncertainty quantification in computational mechanics

Christian Soize , Christophe Desceliers , Johann Guilleminot , T.T.H. Le , M-T Nguyen
Invited seminar, SEMTE, Arizona State University (ASU), Tempe, Arizona, December 4. 2015
Autre rapport, séminaire, workshop hal-01306385v1

Stochastic multiscale modeling and inverse identification of complex heterogeneous materials

Johann Guilleminot , Christian Soize
Invited seminar (presented by J. Guilleminot) Naval Research Laboratory, Washington DC, USA. 2015
Autre rapport, séminaire, workshop hal-01305548v1

Modélisation d’interphases aléatoires dans les polymères nano-renforcés: modèle stochastique, générateur et identification inverse à l’aide de simulations par dynamique moléculaire

T.T. Le , Johann Guilleminot , Christian Soize
Workshop du GdR Polynano 3661 (conférence présentée par J. Guilleminot). 2014
Autre rapport, séminaire, workshop hal-01079470v1