A robust solution of a statistical inverse problem in multiscale computational mechanics using an artificial neural network

Robust Multiscale Identification of Apparent Elastic Properties at Mesoscale for Random Heterogeneous Materials with Multiscale Field Measurements

(2020) Tianyu Zhang et al.   Materials

Experimental multiscale measurements for the mechanical identification of a cortical bone by digital image correlation

(2016) Manh-Tu Nguyen et al.   Journal of the Mechanical Behavior of Biomedical Materials

MULTISCALE IDENTIFICATION OF THE RANDOM ELASTICITY FIELD AT MESOSCALE OF A HETEROGENEOUS MICROSTRUCTURE USING MULTISCALE EXPERIMENTAL OBSERVATIONS

(2015) M. T. Nguyen et al.   International Journal for Multiscale Computational Engineering

Deep learning

(2015) Yann LeCun et al.   NATURE

Dynamics of structures coupled with elastic media—A review of numerical models and methods

(2012) D. Clouteau et al.   JOURNAL OF SOUND AND VIBRATION

Probabilistic model of the human cortical bone with mechanical alterations in ultrasonic range

(2012) C. Desceliers et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Identification of Polynomial Chaos Representations in High Dimension from a Set of Realizations

(2012) G. Perrin et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

A stochastic-deterministic coupling method for continuum mechanics

(2011) R. Cottereau et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A computational inverse method for identification of non-Gaussian random fields using the Bayesian approach in very high dimension

(2011) C. Soize   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Identification of high-dimension polynomial chaos expansions with random coefficients for non-Gaussian tensor-valued random fields using partial and limited experimental data

(2010) C. Soize   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Identification of Bayesian posteriors for coefficients of chaos expansions

(2010) M. Arnst et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Efficient Monte Carlo computation of Fisher information matrix using prior information

(2009) Sonjoy Das et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

An efficient Bayesian inference approach to inverse problems based on an adaptive sparse grid collocation method

(2009) Xiang Ma et al.   INVERSE PROBLEMS

Polynomial chaos representation of spatio-temporal random fields from experimental measurements

(2009) Sonjoy Das et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Determination of the random anisotropic elasticity layer using transient wave propagation in a fluid-solid multilayer: Model and experiments

(2009) Christophe Desceliers et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Mesoscale probabilistic models for the elasticity tensor of fiber reinforced composites: Experimental identification and numerical aspects

(2009) Johann Guilleminot et al.   MECHANICS OF MATERIALS

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems

(2008) Youssef M. Marzouk et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Inversion of probabilistic structural models using measured transfer functions

(2007) M. Arnst et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Tensor-valued random fields for meso-scale stochastic model of anisotropic elastic microstructure and probabilistic analysis of representative volume element size

(2007) C. Soize   PROBABILISTIC ENGINEERING MECHANICS