Deep long short-term memory neural network for accelerated elastoplastic analysis of heterogeneous materials: An integrated data-driven surrogate approach

Data-driven multiscale finite element method: From concurrence to separation

(2020) Rui Xu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Modeling of the viscoelastic properties of thermoset vinyl ester nanocomposite using artificial neural network

(2020) Mohammad A. Omari et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Exploring elastoplastic constitutive law of microstructured materials through Artificial Neural Network (ANN) — a mechanistic-based data-driven approach

(2020) Hang Yang et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Deep learning in heterogeneous materials: Targeting the thermo-mechanical response of unidirectional composites

(2020) Qiang Chen et al.   JOURNAL OF APPLIED PHYSICS

Accelerated design and characterization of non-uniform cellular materials via a machine-learning based framework

(2020) Chunping Ma et al.   npj Computational Materials

Improved ANN technique combined with Jaya algorithm for crack identification in plates using XIGA and experimental analysis

(2020) S. Khatir et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

Machine learning in composites manufacturing: A case study of Automated Fiber Placement inspection

(2020) Christopher Sacco et al.   COMPOSITE STRUCTURES

A modified transmissibility indicator and Artificial Neural Network for damage identification and quantification in laminated composite structures

(2020) Roumaissa Zenzen et al.   COMPOSITE STRUCTURES

Non-linear FE2 multiscale simulation of damage, micro and macroscopic strains in polyamide 66-woven composite structures: Analysis and experimental validation

(2020) E. Tikarrouchine et al.   COMPOSITE STRUCTURES

On the effective behavior of viscoelastic composites in three dimensions

(2020) O.L. Cruz-González et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

A novel machine-learning based on the global search techniques using vectorized data for damage detection in structures

(2020) H. Tran-Ngoc et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Extended mean-field homogenization of viscoelastic-viscoplastic polymer composites undergoing hybrid progressive degradation induced by interface debonding and matrix ductile damage

(2020) Qiang Chen et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

PSO-driven micromechanical identification of in-situ properties of fiber-reinforced composites

(2019) Qiang Chen et al.   COMPOSITE STRUCTURES

Computationally-efficient homogenization and localization of unidirectional piezoelectric composites with partially cracked interface

(2019) Qiang Chen et al.   COMPOSITE STRUCTURES

Damage assessment in composite laminates using ANN-PSO-IGA and Cornwell indicator

(2019) Samir Khatir et al.   COMPOSITE STRUCTURES

Homogenization and localization of elastic-plastic nanoporous materials with Gurtin-Murdoch interfaces: An assessment of computational approaches

(2019) Qiang Chen et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Homogenization and Localization of Imperfectly Bonded Periodic Fiber-Reinforced Composites

(2019) Guannan Wang et al.   MECHANICS OF MATERIALS

Predicting the effects of microstructure on matrix crack initiation in fiber reinforced ceramic matrix composites via Machine Learning

(2019) Dipen K. Patel et al.   COMPOSITE STRUCTURES

Data-driven computation for history-dependent materials

(2019) Pierre Ladevèze et al.   COMPTES RENDUS MECANIQUE

DBFFT: A displacement based FFT approach for non-linear homogenization of the mechanical behavior

(2019) S. Lucarini et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Deep learning predicts path-dependent plasticity

(2019) M. Mozaffar et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Homogenization and localization of nanoporous composites - A critical review and new developments

(2018) Qiang Chen et al.   COMPOSITES PART B-ENGINEERING

Homogenization of elastic–plastic periodic materials by FVDAM and FEM approaches – An assessment

(2011) Marcio A.A. Cavalcante et al.   COMPOSITES PART B-ENGINEERING

Homogenization Techniques and Micromechanics. A Survey and Perspectives

(2010) Nicolas Charalambakis   Applied Mechanics Reviews

Micromechanics of spatially uniform heterogeneous media: A critical review and emerging approaches

(2009) Marek-Jerzy Pindera et al.   COMPOSITES PART B-ENGINEERING

Equivalent inhomogeneity method for evaluating the effective elastic properties of unidirectional multi-phase composites with surface/interface effects

(2009) Sofia G. Mogilevskaya et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Parametric finite-volume micromechanics of periodic materials with elastoplastic phases

(2008) Hamed Khatam et al.   INTERNATIONAL JOURNAL OF PLASTICITY