A novel deep learning-based modelling strategy from image of particles to mechanical properties for granular materials with CNN and BiLSTM

An AI‐based model for describing cyclic characteristics of granular materials

(2020) Pin Zhang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Fourier series-based discrete element method for computational mechanics of irregular-shaped particles

(2020) Zhengshou Lai et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A LSTM surrogate modelling approach for caisson foundations

(2020) Pin Zhang et al.   OCEAN ENGINEERING

Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms

(2020) Pin Zhang et al.   Geoscience Frontiers

Level set splitting in DEM for modeling breakage mechanics

(2020) John M. Harmon et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Surrogate permeability modelling of low-permeable rocks using convolutional neural networks

(2020) Jianwei Tian et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Learning to fail: Predicting fracture evolution in brittle material models using recurrent graph convolutional neural networks

(2019) Max Schwarzer et al.   COMPUTATIONAL MATERIALS SCIENCE

Analysis of suffusion in cohesionless soils with randomly distributed porosity and fines content

(2019) Jie Yang et al.   COMPUTERS AND GEOTECHNICS

A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime

(2019) Constantin Grigo et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Application of a Convolutional Neural Network (CNN) in Permeability Prediction: A Case Study in the Jacksonburg-Stringtown Oil Field, West Virginia, USA

(2019) Zhi Zhong et al.   GEOPHYSICS

Modeling Macroscopic Material Behavior With Machine Learning Algorithms Trained by Micromechanical Simulations

(2019) Denise Reimann et al.   Frontiers in Materials

Real-time analysis and regulation of EPB shield steering using Random Forest

(2019) Pin Zhang et al.   AUTOMATION IN CONSTRUCTION

SediNet: a configurable deep learning model for mixed qualitative and quantitative optical granulometry

(2019) Daniel Buscombe   EARTH SURFACE PROCESSES AND LANDFORMS

First steps toward CNN based source classification of document images shared over messaging app

(2019) Sharad Joshi et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

An accurate geometric contact force model for super-quadric particles

(2019) Kamyar Kildashti et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A novel hybrid surrogate intelligent model for creep index prediction based on particle swarm optimization and random forest

(2019) Pin Zhang et al.   ENGINEERING GEOLOGY

Investigation on the mechanical behavior of track-bed materials at various contents of coarse grains

(2018) Han-Lin Wang et al.   CONSTRUCTION AND BUILDING MATERIALS

Numerical modeling of pile penetration in silica sands considering the effect of grain breakage

(2018) Yin-Fu Jin et al.   FINITE ELEMENTS IN ANALYSIS AND DESIGN

Effects of curvature-related DEM contact model on the macro- and micro-mechanical behaviours of granular soils

(2018) S. Zhao et al.   GEOTECHNIQUE

A micro finite-element model for soil behaviour

(2018) S. Nadimi et al.   GEOTECHNIQUE

A review on the angle of repose of granular materials

(2018) Hamzah M. Beakawi Al-Hashemi et al.   POWDER TECHNOLOGY

Meta-modeling game for deriving theory-consistent, microstructure-based traction–separation laws via deep reinforcement learning

(2018) Kun Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Analysis of soil-structural interface behavior using three-dimensional DEM simulations

(2017) Xue-Ying Jing et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Modeling Mechanical Behavior of Very Coarse Granular Materials

(2017) Zhen-Yu Yin et al.   JOURNAL OF ENGINEERING MECHANICS

Micromechanics-Based Investigation of Fouled Ballast Using Large-Scale Triaxial Tests and Discrete Element Modeling

(2017) Ngoc Trung Ngo et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Modeling Mechanical Behavior of Very Coarse Granular Materials

(2017) Zhen-Yu Yin et al.   JOURNAL OF ENGINEERING MECHANICS

Cost reduction of particle simulations by an ellipsoidal particle model

(2016) Kazuya Shibata et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

An approach to enhance efficiency of DEM modelling of soils with crushable grains

(2015) M.O. CIANTIA et al.   GEOTECHNIQUE

A composite particle model for non-spherical particles in DEM simulations

(2015) T. Zhao et al.   GRANULAR MATTER

Deep learning

(2015) Yann LeCun et al.   NATURE

A composite particle model for non-spherical particles in DEM simulations

(2015) T. Zhao et al.   GRANULAR MATTER

Influence of grading on the undrained behavior of granular materials

(2014) Ying-Jing Liu et al.   COMPTES RENDUS MECANIQUE

3D generation of realistic granular samples based on random fields theory and Fourier shape descriptors

(2014) Guilhem Mollon et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

On the role of grain shape in static liquefaction of sand–fines mixtures

(2014) L.M. WEI et al.   GEOTECHNIQUE

Microstructural analysis of sands with varying degrees of internal stability

(2014) J. FONSECA et al.   GEOTECHNIQUE

Single valued neutrosophic cross-entropy for multicriteria decision making problems

(2013) Jun Ye   APPLIED MATHEMATICAL MODELLING

Quantifying the evolution of soil fabric during shearing using scalar parameters

(2013) J. FONSECA et al.   GEOTECHNIQUE

DEM simulation on the one-dimensional compression behavior of various shaped crushable granular materials

(2013) Takao Ueda et al.   GRANULAR MATTER

A micromechanics-based model for sand-silt mixtures

(2013) Zhen-Yu Yin et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES