ML-LBM: Predicting and Accelerating Steady State Flow Simulation in Porous Media with Convolutional Neural Networks

Fast direct flow simulation in porous media by coupling with pore network and Laplace models

(2021) Ying Da Wang et al.   ADVANCES IN WATER RESOURCES

Deep learning in pore scale imaging and modeling

(2021) Ying Da Wang et al.   EARTH-SCIENCE REVIEWS

Flow-Based Characterization of Digital Rock Images Using Deep Learning

(2021) Naif J. Alqahtani et al.   SPE JOURNAL

Deep neural networks for improving physical accuracy of 2D and 3D multi-mineral segmentation of rock micro-CT images

(2021) Ying Da Wang et al.   APPLIED SOFT COMPUTING

PoreFlow-Net: a 3D c`onvolutional neural network to predict fluid flow through porous media

(2020) Javier E. Santos et al.   ADVANCES IN WATER RESOURCES

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

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

A consistent thermal lattice Boltzmann method for heat transfer in arbitrary combinations of solid, fluid, and porous media

(2020) Chun-Sheng Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Prediction of Porosity and Permeability Alteration Based on Machine Learning Algorithms

(2019) Andrei Erofeev et al.   TRANSPORT IN POROUS MEDIA

Approximating Permeability of Microcomputed-Tomography Images Using Elliptic Flow Equations

(2019) Traiwit Chung et al.   SPE JOURNAL

Computations of permeability of large rock images by dual grid domain decomposition

(2019) Ying Da Wang et al.   ADVANCES IN WATER RESOURCES

Hybrid pore-network and lattice-Boltzmann permeability modelling accelerated by machine learning

(2019) Arash Rabbani et al.   ADVANCES IN WATER RESOURCES

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

(2019) Oleg Sudakov et al.   COMPUTERS & GEOSCIENCES

Machine learning for predicting properties of porous media from 2d X-ray images

(2019) Naif Alqahtani et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Linking Morphology of Porous Media to Their Macroscopic Permeability by Deep Learning

(2019) Serveh Kamrava et al.   TRANSPORT IN POROUS MEDIA

Mixed stabilized finite element method for the stationary Stokes-dual-permeability fluid flow model

(2019) Md. Abdullah Al Mahbub et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Accelerated Computation of Relative Permeability by Coupled Morphological and Direct Multiphase Flow Simulation

(2019) Y.D. Wang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Efficient deep learning techniques for multiphase flow simulation in heterogeneous porousc media

(2019) Yating Wang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Boosting Resolution and Recovering Texture of 2D and 3D Micro‐CT Images with Deep Learning

(2019) Ying Da Wang et al.   WATER RESOURCES RESEARCH

Predictions of permeability, surface area and average dissolution rate during reactive transport in multi-mineral rocks

(2018) Min Liu et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Prediction model of velocity field around circular cylinder over various Reynolds numbers by fusion convolutional neural networks based on pressure on the cylinder

(2018) Xiaowei Jin et al.   PHYSICS OF FLUIDS

Numerical Simulation of Reactive Transport on Micro-CT Images

(2016) Peyman Mostaghimi et al.   Mathematical Geosciences

A novel heterogeneous algorithm to simulate multiphase flow in porous media on multicore CPU–GPU systems

(2014) J.E. McClure et al.   COMPUTER PHYSICS COMMUNICATIONS

Grain Shape Effects on Permeability, Formation Factor, and Capillary Pressure from Pore-Scale Modeling

(2013) T. Torskaya et al.   TRANSPORT IN POROUS MEDIA

Pore-scale imaging and modelling

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

Evolving artificial neural network and imperialist competitive algorithm for prediction oil flow rate of the reservoir

(2012) Mohammad Ali Ahmadi et al.   APPLIED SOFT COMPUTING

THE ROLE OF POROUS MEDIA IN MODELING FLUID FLOW WITHIN HOLLOW FIBER MEMBRANES OF THE TOTAL ARTIFICIAL LUNG

(2012) Khalil M. Khanafer et al.   JOURNAL OF POROUS MEDIA

Computations of Absolute Permeability on Micro-CT Images

(2012) Peyman Mostaghimi et al.   Mathematical Geosciences

Finite-Difference Approximation for Fluid-Flow Simulation and Calculation of Permeability in Porous Media

(2012) Vahid Shabro et al.   TRANSPORT IN POROUS MEDIA

Computational fluid dynamics simulations of flow and concentration polarization in forward osmosis membrane systems

(2011) M.F. Gruber et al.   JOURNAL OF MEMBRANE SCIENCE

3D finite element model of semi-solid permeability in an equiaxed granular structure

(2010) Z. Sun et al.   COMPUTATIONAL MATERIALS SCIENCE

A Quantitative and Qualitative Comparison of Coarse-Grid-Generation Techniques for Modeling Fluid Displacement in Heterogeneous Porous Media

(2010) Peyman Mostaghimi et al.   SPE RESERVOIR EVALUATION & ENGINEERING