An end-to-end approach to predict physical properties of heterogeneous porous media: Coupling deep learning and physics-based features

Enhanced thermal fingering in a shear-thinning fluid flow through porous media: Dynamic pore network modeling

(2022) Senyou An et al.   PHYSICS OF FLUIDS

Multiscale Fusion of Digital Rock Images Based on Deep Generative Adversarial Networks

(2022) Mingliang Liu et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning enables reference-free isotropic super-resolution for volumetric fluorescence microscopy

(2022) Hyoungjun Park et al.   Nature Communications

Pore-network modeling of flow in shale nanopores: Network structure, flow principles, and computational algorithms

(2022) Ronghao Cui et al.   EARTH-SCIENCE REVIEWS

Two-phase flow in heterogeneous porous media: A multiscale digital model approach

(2022) Yuqi Wu et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Zircon classification from cathodoluminescence images using deep learning

(2022) Dongyu Zheng et al.   Geoscience Frontiers

Assessment of multi-scale pore structures and pore connectivity domains of marine shales by fractal dimensions and correlation lengths

(2022) Yuchen Fan et al.   FUEL

Striving to translate shale physics across ten orders of magnitude: What have we learned?

(2021) Yashar Mehmani et al.   EARTH-SCIENCE REVIEWS

Ultrasonic prediction of crack density using machine learning: A numerical investigation

(2021) Sadegh Karimpouli et al.   Geoscience Frontiers

Integrating deep learning and logging data analytics for lithofacies classification and 3D modeling of tight sandstone reservoirs

(2021) Jing-Jing Liu et al.   Geoscience Frontiers

Nonuniqueness of hydrodynamic dispersion revealed using fast 4D synchrotron x-ray imaging

(2021) Yongqiang Chen et al.   Science Advances

Machine Learning in Geo- and Environmental Sciences: From Small to Large Scale

(2020) Pejman Tahmasebi et al.   ADVANCES IN WATER RESOURCES

Deep learning based classification of rock structure of tunnel face

(2020) Jiayao Chen et al.   Geoscience Frontiers

Pore-scale simulations of electrical and elastic properties of shale samples based on multicomponent and multiscale digital rocks

(2020) Yuqi Wu et al.   MARINE AND PETROLEUM GEOLOGY

Unravelling effects of the pore‐size correlation length on the two‐phase flow and solute transport properties; GPU‐based pore‐network modelling

(2020) Senyou An et al.   WATER RESOURCES RESEARCH

A greyscale volumetric lattice Boltzmann method for upscaling pore-scale two-phase flow

(2020) Senyou An et al.   ADVANCES IN WATER RESOURCES

Transition from viscous fingering to capillary fingering: application of GPU‐based fully‐implicit dynamic pore‐network modelling

(2020) Senyou An et al.   WATER RESOURCES RESEARCH

Digital Rock Techniques to Study Shale Permeability: A Mini-Review

(2020) Pejman Tahmasebi et al.   ENERGY & FUELS

An Innovative Application of Generative Adversarial Networks for Physically Accurate Rock Images With an Unprecedented Field of View

(2020) Yufu Niu et al.   GEOPHYSICAL RESEARCH LETTERS

X-ray tomography imaging of shale microstructures: A review in the context of multiscale correlative imaging

(2020) Muhammad Arif et al.   INTERNATIONAL JOURNAL OF COAL GEOLOGY

Predicting rock size distribution in mine blasting using various novel soft computing models based on meta-heuristics and machine learning algorithms

(2020) Chengyu Xie et al.   Geoscience Frontiers

Exploration breakthroughs and geological characteristics of continental shale oil: A case study of the Kongdian Formation in the Cangdong Sag, China

(2019) Xianzheng zhao et al.   MARINE AND PETROLEUM GEOLOGY

A comprehensive study on geometric, topological and fractal characterizations of pore systems in low-permeability reservoirs based on SEM, MICP, NMR, and X-ray CT experiments

(2019) Yuqi Wu et al.   MARINE AND PETROLEUM GEOLOGY

Multiscale digital porous rock reconstruction using template matching

(2019) W. Lin et al.   WATER RESOURCES RESEARCH

A novel upscaling procedure for characterising heterogeneous shale porosity from nanometer-to millimetre-scale in 3D

(2019) Lin Ma et al.   ENERGY

Effects of micropores on geometric, topological and transport properties of pore systems for low-permeability porous media

(2019) Yuqi Wu et al.   JOURNAL OF HYDROLOGY

Multiscale modeling of shale samples based on low- and high-resolution images

(2019) Yuqi Wu et al.   MARINE AND PETROLEUM GEOLOGY

Enhancing images of shale formations by a hybrid stochastic and deep learning algorithm

(2019) Serveh Kamrava et al.   NEURAL NETWORKS

Pore‐scale 3D Dynamic Modeling and Characterization of Shale Samples: Considering the Effects of Thermal Maturation

(2019) Yuqi Wu et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Pore-scale modeling of multiphase flow through porous media under triaxial stress

(2018) Samuel Fagbemi et al.   ADVANCES IN WATER RESOURCES

Hierarchical Optimization: Fast and Robust Multiscale Stochastic Reconstructions with Rescaled Correlation Functions

(2018) Marina V. Karsanina et al.   PHYSICAL REVIEW LETTERS

Geochemical and petrophysical source rock characterization of the Vaca Muerta Formation, Argentina: Implications for unconventional petroleum resource estimations

(2017) Maria-Fernanda Romero-Sarmiento et al.   INTERNATIONAL JOURNAL OF COAL GEOLOGY

Unified mesoscopic modeling and GPU-accelerated computational method for image-based pore-scale porous media flows

(2017) Senyou An et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Assessing the utility of FIB-SEM images for shale digital rock physics

(2016) Shaina Kelly 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

Deep learning

(2015) Yann LeCun et al.   NATURE

The construction of carbonate digital rock with hybrid superposition method

(2013) Jun Yao et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Pore-scale imaging and modelling

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

Digital rock physics benchmarks—Part I: Imaging and segmentation

(2012) Heiko Andrä et al.   COMPUTERS & GEOSCIENCES

Analysis of Fundamentals of Two-Phase Flow in Porous Media Using Dynamic Pore-Network Models: A Review

(2012) V. Joekar-Niasar et al.   CRITICAL REVIEWS IN ENVIRONMENTAL SCIENCE AND TECHNOLOGY