A novel deep learning-based modelling strategy from image of particles to mechanical properties for granular materials with CNN and BiLSTM
出版年份 2021 全文链接
标题
A novel deep learning-based modelling strategy from image of particles to mechanical properties for granular materials with CNN and BiLSTM
作者
关键词
Granular material, Deep learning, Discrete element method, Particle morphology, Particle size distribution, Fabric anisotropy
出版物
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
Volume 382, Issue -, Pages 113858
出版商
Elsevier BV
发表日期
2021-04-25
DOI
10.1016/j.cma.2021.113858
参考文献
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- (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
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