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Florent PLED

Maître de Conférences Laboratoire Modélisation et Simulation Multi Echelle (MSME) UMR 8208 CNRS

Champs-sur-Marne

Bâtiment: Building: Lavoisier

5 boulevard Descartes Champs-sur-Marne 77454 Marne-la-Vallée Cedex 2

Bureau: Office: B12

+33 (0)1 60 95 77 82

Florent PLED

Maître de Conférences Laboratoire Modélisation et Simulation Multi Echelle (MSME) UMR 8208 CNRS

Assistant professor in mechanics Laboratoire Modélisation et Simulation Multi Echelle (MSME) UMR 8208 CNRS

Activités de recherche

  • Quantification d'incertitudes en mécanique numérique
  • Modélisation multi-échelle stochastique de matériaux hétérogènes aléatoires
  • Identification statistique inverse multi-échelle de modèles probabilistes, Homogénéisation numérique stochastique
  • Apprentissage automatique, Réseaux de neurones artificiels
  • Méthodes numériques multi-échelles, Méthodes de décomposition de domaine
  • Vérification des calculs par éléments finis, Méthodes d'estimation d'erreur globale et locale
  • Réduction de modèles, Proper Generalized Decomposition

Research activity

  • Uncertainty quantification in computational mechanics and engineering sciences
  • Stochastic multiscale modeling of random heterogeneous materials
  • Multiscale statistical inverse identification of probabilistic models, Computational stochastic homogenization
  • Machine learning, Artificial neural networks
  • Multiscale computational methods, Domain decomposition methods
  • Model verification, Global and goal-oriented error estimation methods
  • Model order reduction, Proper Generalized Decomposition

Mes dernières références

My latest references

Références HAL

References HAL

Florent Pled, C
Desceliers, Tianyu Zhang. Statistical inverse problem for the mesoscale model of apparent elasticity properties by training an artificial neural network. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2021), Jun 2021, Athens (virtual), Greece
Florent Pled, Christophe Desceliers
Review and Recent Developments on the Perfectly Matched Layer (PML) Method for the Numerical Modeling and Simulation of Elastic Wave Propagation in Unbounded Domains. Archives of Computational Methods in Engineering, Springer Verlag, 2021
10.1007/s11831-021-09581-y
Christophe Desceliers, Florent Pled
A probabilistic artificial neural network for a robust identification of the random apparent elasticity tensor field at mesoscale. 16th U.S. National Congress on Computational Mechanics (USNCCM16), Jul 2021, Chicago, Illinois (virtual), United States
Florent Pled, C
Desceliers. On the Solution of Statistical Inverse Problems using Machine Learning Methods based on Artificial Neural Networks. 16th U.S. National Congress on Computational Mechanics (USNCCM16), Jul 2021, Chicago, Illinois (virtual), United States
Florent Pled, Christophe Desceliers, Tianyu Zhang
A robust solution of a statistical inverse problem in multiscale computational mechanics using an artificial neural network. Computer Methods in Applied Mechanics and Engineering, Elsevier, 2021, 373, pp.113540
10.1016/j.cma.2020.113540
Christophe Desceliers, Florent Pled, Tianyu Zhang
Artificial neural network for a robust identification of apparent elasticity properties at mesoscale with limited experimental measurements. 14th World Congress on Computational Mechanics (WCCM XIV), Jan 2021, Paris (virtual), France
Florent Pled, Christophe Desceliers, Amir H
Gandomi. An artificial neural network-based identification method applied to a random elasto-acoustic wave propagation problem in computational biomechanics. 4th International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2021), Jun 2021, Athens (virtual), Greece
Florent Pled, Christophe Desceliers, Amir H
Gandomi. Robust identification of geometrical and mechanical properties using artificial neural networks for cortical bone damage prediction. 14th World Congress on Computational Mechanics (WCCM XIV), Jan 2021, Paris (virtual), France
Tianyu Zhang, Florent Pled, Christophe Desceliers
Robust Multiscale Identification of Apparent Elastic Properties at Mesoscale for Random Heterogeneous Materials with Multiscale Field Measurements. Materials, MDPI, 2020, 13 (12), pp.2826
10.3390/ma13122826
Luc Chevalier, Florent Pled, Francoise Zambou, Eric Launay
Cyclic virtual test on wood furniture by Monte Carlo simulation: from compression behavior to connection modeling. Mechanics & Industry, EDP Sciences, 2019, 20 (6), pp.606
10.1051/meca/2019039
Florent Pled, Christophe Desceliers, Amir H
Gandomi, Christian Soize. Neural network prediction of cortical bone damage using a stochastic computational mechanical model. 3rd International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2019), Jul 2019, Hersonissos, Crete Island, Greece
Tianyu Zhang, Christophe Desceliers, Florent Pled
Experimental identification of mesoscopic elasticity tensor field for heterogeneous materials with complex microstructure using multiscale experimental imaging measurements. 3rd International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2019), Jun 2019, Hersonissos, Crete Island, Greece
Tianyu Zhang, Florent Pled, Christophe Desceliers
Multiscale identification of apparent elastic properties at meso-scale for materials with complex microstructure using experimental imaging measurements. 6th European Conference on Computational Mechanics (ECCM VI), Jun 2018, Glasgow, United Kingdom
Florent Pled
A multiscale method for the propagation of localized uncertainties in linear parabolic equations. Invited seminar at Arizona State University (ASU), Tempe, Arizona, USA. 2018
Zhou Chen, Luc Chevalier, Florent Pled, Eric Launay
Caractérisation expérimentale et simulation stochastique du comportement des meubles à base de panneaux de particules. 7èmes journées du GDR 3544 Sciences du bois, Nov 2018, Cluny, France
Florent Pled, Mathilde Chevreuil, Anthony Nouy
Multiscale Method with Patches for the Solution of Linear Parabolic Equations with Localized Uncertainties. 13th World Congress on Computational Mechanics (WCCM XIII), Jul 2018, New York City, United States
Zhou Chen, Florent Pled, Luc Chevalier, E
Launay. Identification of the elastic properties of particle boards and stochastic simulation of wood-based furniture. 6th European Conference on Computational Mechanics (ECCM VI), Jun 2018, Glasgow, United Kingdom
Anthony Nouy, Florent Pled
A multiscale method for semi-linear elliptic equations with localized uncertainties and non-linearities. ESAIM: Mathematical Modelling and Numerical Analysis, EDP Sciences, 2018, 52 (5), pp.1763-1802
10.1051/m2an/2018025
Ludovic Chamoin, Florent Pled, Pierre-Eric Allier, Pierre Ladevèze
A posteriori error estimation and adaptive strategy for PGD model reduction applied to parametrized linear parabolic problems. Computer Methods in Applied Mechanics and Engineering, Elsevier, 2017, 327, pp.118-146
10.1016/j.cma.2017.08.047
Florent Pled, Mathilde Chevreuil, Anthony Nouy
A multiscale method with patches for the propagation of localized uncertainties in structural dynamics. 2nd International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2017), Jun 2017, Rhodes, Greece
Ludovic Chamoin, Florent Pled, Pierre-Eric Allier, Pierre Ladevèze
Certification of PGD reduced models using a posteriori error estimation and adaptive strategies. 4th International Workshop on Reduced Basis, POD and PGD Model Reduction Techniques (MORTech 2017), Nov 2017, Seville, Spain
Florent Pled
Multiscale method with patches for the propagation of localized uncertainties in (semi-)linear elliptic and parabolic equations. Séminaire du Laboratoire de Mécanique des Structures et des Systèmes Couplés (LMSSC), Conservatoire National des Arts et Métiers (CNAM). 2017
Zhou Chen, Florent Pled, Luc Chevalier, Heba Makhlouf, Eric Launay
Identification of the Mechanical Properties of Particle Boards and Stochastic Simulation of the Behavior of Furniture. Computational Methods in Wood Mechanics - from Material Properties to Timber Structures (CompWood 2017), Jun 2017, Vienna, Austria
Pierre Gosselet, Jean-Charles Passieux, Anthony Nouy, Grégory Legrain, Florent Pled, et al.
Contributions académiques à l'ANR ICARE. Conférence NAFEMS, Jun 2016, Paris, France
Zhou Chen, Luc Chevalier, Florent Pled, Heba Makhlouf, Eric Launay
Identification des propriétés mécaniques de panneaux de particules et simulation stochastique du comportement de meubles. 5èmes journées du GDR 3544 Sciences du bois, Nov 2016, Bordeaux, France
François Hild, Amine Bouterf, Ludovic Chamoin, Hugo Leclerc, Florent Mathieu, et al.
Toward 4D Mechanical Correlation. Advanced Modeling and Simulation in Engineering Sciences, SpringerOpen, 2016, 3 (1), pp.1-26
10.1186/s40323-016-0070-z
François Hild, Amine Bouterf, Ludovic Chamoin, Hugo Leclerc, Florent Mathieu, et al.
Putting Mechanical Content in DVC: Toward 4D Mechanical Correlation. Worshop New Challenges in Computational Mechanics 2016 (NCCM 2016). 2016
Florent Pled, Ludovic Chamoin, Pierre-Eric Allier, Pierre Ladevèze
On the control of PGD reduced-order approximations: error estimation and adaptivity. European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2016), Jun 2016, Hersonissos, Crete Island, Greece
Vittorio Sansalone, Davide Gagliardi, Salah Naili, Christophe Desceliers, Florent Pled, et al.
Image-based multiscale modeling of bone elasticity: how to make the most out of uncertainty?. 12th World Congress on Computational Mechanics (WCCM XII), Jul 2016, Seoul, South Korea
Florent Pled, Mathilde Chevreuil, Anthony Nouy
Multiscale coupling approach for solving high-dimensional stochastic problems featuring localized uncertainties and non-linearities. eXtended Discretization MethodS (X-DMS 2015), Sep 2015, Ferrara, Italy
Florent Pled
Multiscale domain decomposition method for solving high-dimensional non-linear stochastic problems with localized uncertainties and non-linearities. Séminaire du Laboratoire de Mécanique des Sols, Structures et Matériaux (MSSMat), Nov 2015, Châtenay Malabry, France
Florent Pled, Mathilde Chevreuil, Anthony Nouy
Multiscale method with patches for the solution of non-linear stochastic problems with localized uncertainties and non-linearities. 1st International Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2015), May 2015, Hersonissos, Crete Island, Greece
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
On the verification of PGD reduced-order models. 11th World Congress on Computational Mechanics (WCCM XI) - 5th European Conference on Computational Mechanics (ECCM V), Jul 2014, Barcelona, Spain
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
New bounding techniques for goal-oriented error estimation in FE simulations. 6th International Conference on Adaptive Modeling and Simulation (ADMOS 2013), Jun 2013, Lisbon, Portugal. pp.528-539
Pierre Ladevèze, Florent Pled, Ludovic Chamoin
New bounding techniques for goal-oriented error estimation applied to linear problems. International Journal for Numerical Methods in Engineering, Wiley, 2013, 93 (13), pp.1345-1380
10.1002/nme.4423
Ludovic Chamoin, Pierre Ladevèze, Florent Pled
Recent advances in the control of PGD-based approximations. 6th International Conference on Adaptive Modeling and Simulation (ADMOS 2013), Jun 2013, Lisbon, Portugal. pp.170-181
Florent Pled, Ludovic Chamoin, Pierrre Ladevèze
Toward alternative bounding techniques for robust goal-oriented error estimation applied to linear problems. 2nd ECCOMAS Young Investigators Conference (YIC 2013), Sep 2013, Bordeaux, France
Florent Pled, Mathilde Chevreuil, Anthony Nouy, Elias Safatly
Méthode multi-échelle avec patchs pour la propagation d'incertitudes localisées dans les modèles stochastiques. 11ème Colloque National en Calcul des Structures (CSMA 2013), May 2013, Giens, France. pp.1-3
Ludovic Chamoin, Pierre Ladevèze, Florent Pled
Vérification et validation de modèles dédiées à des quantités d'intérêt. 11ème Colloque National en Calcul des Structures (CSMA 2013), May 2013, Giens, France. pp.1-8
Florent Pled, Mathilde Chevreuil, Anthony Nouy
Multiscale method with patches for the propagation of localized uncertainties in stochastic models. International Conference on Extended Finite Element Methods (XFEM 2013), Sep 2013, Lyon, France
Ludovic Chamoin, Pierre Ladevèze, Florent Pled
Goal-oriented control of PGD-based simulations. 12th U.S. National Congress on Computational Mechanics (USNCCM12), Jul 2013, Rayleigh, North Carolina, United States
Ludovic Chamoin, Florent Pled, Pierre Ladevèze
Mechanics-based verification method - application to computational models. 23rd International Congress of Theoretical And Applied Mechanics (ICTAM 2012), Aug 2012, Beijing, China. pp.1-2
Ludovic Chamoin, Pierre Ladevèze, Florent Pled
Goal-oriented control of finite element models: recent advances and performances on 3D industrial applications. 11th Biennal Conference on Engineering Systems Design and Analysis (ESDA ASME 2012), Jul 2012, Nantes, France. pp.107-108
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
An enhanced method with local energy minimization for the robust a posteriori construction of equilibrated stress fields in finite element analyses. Computational Mechanics, Springer Verlag, 2012, 49 (3), pp.357-378
10.1007/s00466-011-0645-y
Ludovic Chamoin, Pierre Ladevèze, Florent Pled
Robust control of PGD-based reduced models. International Workshop on Virtual Materials (IWVM 2012), Sep 2012, Beijing, China
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
New advances in robust goal-oriented error estimation for FE simulations. 10th World Congress on Computational Mechanics (WCCM X), Jul 2012, São Paulo, Brazil
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
Construction de champs admissibles pour le calcul d'erreur locale : application sur des exemples industriels. 20ème Congrès Français de Mécanique (CFM 2011), Aug 2011, Besançon, France. pp.1881-1886
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
On the techniques for constructing admissible stress fields in model verification: Performances on engineering examples. International Journal for Numerical Methods in Engineering, Wiley, 2011, 88 (5), pp.409-441
10.1002/nme.3180
Florent Pled, Ludovic Chamoin, Pierre Ladevèze
Construction of admissible fields and goal-oriented error estimation: performances on engineering examples. 5th International Conference on Adaptive Modeling and Simulation (ADMOS 2011), Jun 2011, Paris, France. pp.367-378
Florent Pled, Wenyi Yan, Cui'E Wen
Crushing Modes of Aluminium Tubes under Axial Compression. 5th Australasian Congress on Applied Mechanics (ACAM 2007), Dec 2007, Brisbane, Australia. pp.178-183