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Recurrent Neural Networks (RNNs) with dimensionality reduction and break down in computational mechanics; application to multi-scale localization step

Computer methods in applied mechanics and engineering, 2022-02, Vol.390, p.114476, Article 114476

2022

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Computational biology — Modeling of primary blast effects on the central nervous system

NeuroImage (Orlando, Fla.), 2009-08, Vol.47, p.T10-T20

2009

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Self-consistency Reinforced minimal Gated Recurrent Unit for surrogate modeling of history-dependent non-linear problems: Application to history-dependent homogenized response of heterogeneous materials

Computer methods in applied mechanics and engineering, 2024-05, Vol.424, p.116881, Article 116881

2024

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An XFEM/CZM implementation for massively parallel simulations of composites fracture

Composite structures, 2015-07, Vol.125, p.542-557

2015

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Interaction-based material network: A general framework for (porous) microstructured materials

Computer methods in applied mechanics and engineering, 2022-02, Vol.389, p.114300, Article 114300

2022

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Micro-mechanics and data-driven based reduced order models for multi-scale analyses of woven composites

Composite structures, 2021-08, Vol.270, p.114058, Article 114058

2021

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A recurrent neural network-accelerated multi-scale model for elasto-plastic heterogeneous materials subjected to random cyclic and non-proportional loading paths

Computer methods in applied mechanics and engineering, 2020-09, Vol.369, p.113234, Article 113234

2020

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Micromechanics-based material networks revisited from the interaction viewpoint; robust and efficient implementation for multi-phase composites

European journal of mechanics, A, Solids, 2022-01, Vol.91, p.104384, Article 104384

2022

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Tensile failure model of carbon fibre in unidirectionally reinforced epoxy composites with mean-field homogenisation

Composite structures, 2021-10, Vol.273, p.114270, Article 114270

2021

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Corrigendum to ‘A micro-mechanical model of reinforced polymer failure with length scale effects and predictive capabilities. Validation on carbon fiber reinforced high-crosslinked RTM6 epoxy resin’ [Mech. Mater., 133, June 2019, 193–213]

Mechanics of materials, 2023-10, Vol.185, p.104780, Article 104780

2023

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Bayesian inference of non-linear multiscale model parameters accelerated by a Deep Neural Network

Computer methods in applied mechanics and engineering, 2020-03, Vol.360, p.112693, Article 112693

2020

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A discontinuous Galerkin method for non-linear electro-thermo-mechanical problems: application to shape memory composite materials

Meccanica (Milan), 2018-04, Vol.53 (6), p.1357-1401

2018

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Second-order computational homogenisation enhanced with non-uniform body forces for non-linear cellular materials and metamaterials

Computer methods in applied mechanics and engineering, 2023-03, Vol.407, p.115931, Article 115931

2023

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A nonlocal approach of ductile failure incorporating void growth, internal necking, and shear dominated coalescence mechanisms

Journal of the mechanics and physics of solids, 2020-04, Vol.137, p.103891, Article 103891

2020

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MWCNTs filled PCL covalent adaptable networks: Towards reprocessable, self-healing and fast electrically-triggered shape-memory composites

Polymer (Guilford), 2023-06, Vol.278, p.125992, Article 125992

2023

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Development of a geometric modeling strategy for the generation of representative unit cells in 2D braids

Composite structures, 2024-11, Vol.348, p.118503, Article 118503

2024

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An incremental-secant mean-field homogenization method with second statistical moments for elasto-visco-plastic composite materials

Mechanics of materials, 2017-11, Vol.114, p.180-200

2017

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A micromechanics-based non-local damage to crack transition framework for porous elastoplastic solids

International journal of plasticity, 2020-04, Vol.127, p.102631, Article 102631

2020

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Bayesian inference of high-dimensional finite-strain visco-elastic–visco-plastic model parameters for additive manufactured polymers and neural network based material parameters generator

International journal of solids and structures, 2023-11, Vol.283, p.112470, Article 112470

2023

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A micromechanical mean‐field homogenization surrogate for the stochastic multiscale analysis of composite materialsfailure

International journal for numerical methods in engineering, 2023-12, Vol.124 (23), p.5200-5262

2023

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An inverse micro-mechanical analysis toward the stochastic homogenization of nonlinear random composites

Computer methods in applied mechanics and engineering, 2019-05, Vol.348, p.97-138

2019

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A Tutorial on Bayesian Inference to Identify Material Parameters in Solid Mechanics

Archives of computational methods in engineering, 2020-04, Vol.27 (2), p.361-385

2020

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A quantum annealing-sequential quadratic programming assisted finite element simulation for non-linear and history-dependent mechanical problems

European journal of mechanics, A, Solids, 2024-05, Vol.105, p.105254, Article 105254

2024

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From SEM images to elastic responses: A stochastic multiscale analysis of UD fiber reinforced composites

Composite structures, 2018-04, Vol.189, p.206-227

2018

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Three-scale bridging for woven composites using homogenization techniques

European journal of mechanics, A, Solids, 2023-07, Vol.100, p.104974, Article 104974

2023

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Recurrent Neural Networks (RNNs) with dimensionality reduction and break down in computational mechanics; application to multi-scale localization step

Computational biology — Modeling of primary blast effects on the central nervous system

Self-consistency Reinforced minimal Gated Recurrent Unit for surrogate modeling of history-dependent non-linear problems: Application to history-dependent homogenized response of heterogeneous materials

An XFEM/CZM implementation for massively parallel simulations of composites fracture

Interaction-based material network: A general framework for (porous) microstructured materials

Micro-mechanics and data-driven based reduced order models for multi-scale analyses of woven composites

A recurrent neural network-accelerated multi-scale model for elasto-plastic heterogeneous materials subjected to random cyclic and non-proportional loading paths

Micromechanics-based material networks revisited from the interaction viewpoint; robust and efficient implementation for multi-phase composites

Tensile failure model of carbon fibre in unidirectionally reinforced epoxy composites with mean-field homogenisation

Corrigendum to ‘A micro-mechanical model of reinforced polymer failure with length scale effects and predictive capabilities. Validation on carbon fiber reinforced high-crosslinked RTM6 epoxy resin’ [Mech. Mater., 133, June 2019, 193–213]

Bayesian inference of non-linear multiscale model parameters accelerated by a Deep Neural Network

A discontinuous Galerkin method for non-linear electro-thermo-mechanical problems: application to shape memory composite materials

Second-order computational homogenisation enhanced with non-uniform body forces for non-linear cellular materials and metamaterials

A nonlocal approach of ductile failure incorporating void growth, internal necking, and shear dominated coalescence mechanisms

MWCNTs filled PCL covalent adaptable networks: Towards reprocessable, self-healing and fast electrically-triggered shape-memory composites

Development of a geometric modeling strategy for the generation of representative unit cells in 2D braids

An incremental-secant mean-field homogenization method with second statistical moments for elasto-visco-plastic composite materials

A micromechanics-based non-local damage to crack transition framework for porous elastoplastic solids

Bayesian inference of high-dimensional finite-strain visco-elastic–visco-plastic model parameters for additive manufactured polymers and neural network based material parameters generator

A micromechanical mean‐field homogenization surrogate for the stochastic multiscale analysis of composite materialsfailure

An inverse micro-mechanical analysis toward the stochastic homogenization of nonlinear random composites

A Tutorial on Bayesian Inference to Identify Material Parameters in Solid Mechanics

A quantum annealing-sequential quadratic programming assisted finite element simulation for non-linear and history-dependent mechanical problems

From SEM images to elastic responses: A stochastic multiscale analysis of UD fiber reinforced composites

Three-scale bridging for woven composites using homogenization techniques

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