Rapid estimation of permeability from digital rock using 3D convolutional neural network

Driving digital rock towards machine learning: Predicting permeability with gradient boosting and deep neural networks

(2019) Oleg Sudakov et al.   COMPUTERS & GEOSCIENCES

Improvement of Cerebral Microbleeds Detection Based on Discriminative Feature Learning

(2019) Jin Hong et al.   FUNDAMENTA INFORMATICAE

Material structure-property linkages using three-dimensional convolutional neural networks

(2018) Ahmet Cecen et al.   ACTA MATERIALIA

Provable approximation properties for deep neural networks

(2018) Uri Shaham et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model

(2018) Ruijin Cang et al.   COMPUTATIONAL MATERIALS SCIENCE

Deep learning approaches for mining structure-property linkages in high contrast composites from simulation datasets

(2018) Zijiang Yang et al.   COMPUTATIONAL MATERIALS SCIENCE

Petascale scramjet combustion simulation on the Tianhe-2 heterogeneous supercomputer

(2018) Yonggang Che et al.   PARALLEL COMPUTING

A parallel fluid–solid coupling model using LAMMPS and Palabos based on the immersed boundary method

(2018) Jifu Tan et al.   Journal of Computational Science

Classification of cerebral microbleeds based on fully-optimized convolutional neural network

(2018) Jin Hong et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Sensorineural hearing loss identification via nine-layer convolutional neural network with batch normalization and dropout

(2018) Shui-Hua Wang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Alcoholism identification via convolutional neural network based on parametric ReLU, dropout, and batch normalization

(2018) Shui-Hua Wang et al.   NEURAL COMPUTING & APPLICATIONS

Multilevel Contextual 3-D CNNs for False Positive Reduction in Pulmonary Nodule Detection

(2017) Qi Dou et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Alcoholism Detection by Data Augmentation and Convolutional Neural Network with Stochastic Pooling

(2017) Shui-Hua Wang et al.   JOURNAL OF MEDICAL SYSTEMS

Cerebral Micro-Bleed Detection Based on the Convolution Neural Network With Rank Based Average Pooling

(2017) Shuihua Wang et al.   IEEE Access

Micro-computed tomography pore-scale study of flow in porous media: Effect of voxel resolution

(2016) S.M. Shah et al.   ADVANCES IN WATER RESOURCES

Imaging and image-based fluid transport modeling at the pore scale in geological materials: A practical introduction to the current state-of-the-art

(2016) Tom Bultreys et al.   EARTH-SCIENCE REVIEWS

Automatic Detection of Cerebral Microbleeds From MR Images via 3D Convolutional Neural Networks

(2016) Qi Dou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Failure characteristics of two porous sandstones subjected to true triaxial stresses

(2016) Xiaodong Ma et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Adaptive Convolutional Neural Network and Its Application in Face Recognition

(2015) Yuanyuan Zhang et al.   NEURAL PROCESSING LETTERS

Lattice Boltzmann-Based Approaches for Pore-Scale Reactive Transport

(2015) Hongkyu Yoon et al.   Reviews in Mineralogy & Geochemistry

From characterisation of pore-structures to simulations of pore-scale fluid flow and the upscaling of permeability using microtomography: A case study of heterogeneous carbonates

(2014) Jie Liu et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Lattice Boltzmann Simulation of Non-Darcy Flow In Stochastically Generated 2D Porous Media Geometries

(2014) Michael S. Newman et al.   SPE JOURNAL

Direct simulation of the influence of the pore structure on the diffusion process in porous media

(2013) Yumei Yong et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

Nanopore structures, statistically representative elementary volumes, and transport properties of chalk

(2013) Hongkyu Yoon et al.   GEOPHYSICAL RESEARCH LETTERS

Quantitative determination of molecular propagator distributions for solute transport in homogeneous and heterogeneous porous media using lattice Boltzmann simulations

(2013) Jianhui Yang et al.   WATER RESOURCES RESEARCH

Trapping and hysteresis in two-phase flow in porous media: A pore-network study

(2013) V. Joekar-Niasar et al.   WATER RESOURCES RESEARCH

X-ray imaging and analysis techniques for quantifying pore-scale structure and processes in subsurface porous medium systems

(2012) Dorthe Wildenschild et al.   ADVANCES IN WATER RESOURCES

Pore-scale imaging and modelling

(2012) Martin J. Blunt et al.   ADVANCES IN WATER RESOURCES

Digital rock physics benchmarks—part II: Computing effective properties

(2012) Heiko Andrä et al.   COMPUTERS & GEOSCIENCES

Assessment of the two relaxation time Lattice-Boltzmann scheme to simulate Stokes flow in porous media

(2012) L. Talon et al.   WATER RESOURCES RESEARCH

3D simulation of the permeability tensor in a soil aggregate on basis of nanotomographic imaging and LBE solver

(2011) Faisal Khan et al.   JOURNAL OF SOILS AND SEDIMENTS

Single- and two-phase flow in microfluidic porous media analogs based on Voronoi tessellation

(2011) Mengjie Wu et al.   LAB ON A CHIP

Application of percolation theory to microtomography of structured media: Percolation threshold, critical exponents, and upscaling

(2011) Jie Liu et al.   PHYSICAL REVIEW E

Determination of the size of the representative volume element for random quasi-brittle composites

(2009) C. Pelissou et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Convolutional Networks Can Learn to Generate Affinity Graphs for Image Segmentation

(2009) Srinivas C. Turaga et al.   NEURAL COMPUTATION

Modeling and simulation of pore-scale multiphase fluid flow and reactive transport in fractured and porous media

(2009) Paul Meakin et al.   REVIEWS OF GEOPHYSICS

Permeability anisotropy and its relations with porous medium structure

(2008) Jean-Baptiste Clavaud et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Developing a new form of permeability and Kozeny–Carman constant for homogeneous porous media by means of fractal geometry

(2007) Peng Xu et al.   ADVANCES IN WATER RESOURCES