Data-driven methods for flow and transport in porous media: a review

G Yang, R Xu, Y Tian, S Guo, J Wu, X Chu - International Journal of Heat …, 2024 - Elsevier
This review focuses on recent advancements in data-driven methods for analyzing flow and
transport in porous media, which are showing promising potential for applications in energy …

A New approach for enhancing oil and gas recovery of the hydrocarbon fields with low permeability reservoirs

SH Al-Obaidi, FH Khalaf - 2023 - osf.io
A universal and multifunctional method for developing problematic oil and gas fields with
low-permeability reservoirs is presented in this paper. The method is based on maintaining …

Scale-Independent Rock Heterogeneity Classification Algorithm Applied to Microtomography Images

A Mohamed, M Prodanović - Transport in Porous Media, 2023 - Springer
Typical geological systems are composed of a broad spectrum of porous media with
regionalized rock properties such as porosity or permeability varying by orders of magnitude …

Knowledge extraction via machine learning guides a topology‐based permeability prediction model

J Zhang, G Ma, Z Yang, J Mei, D Zhang… - Water Resources …, 2024 - Wiley Online Library
The complexity and heterogeneity of pore structure present significant challenges in
accurate permeability estimation. Commonly used empirical formulas neglect its microscopic …

Predicting 3D Physical Properties From a Single 2D Slice Based on Convolutional Neural Networks: 2D‐Slice‐To‐3D‐Properties for Porous Rocks

X Chen, J Yang, L Ma, A Rabbani… - Water Resources …, 2023 - Wiley Online Library
The 3D physical properties of porous rocks directly determine the subsurface flow and
modeling. However, predicting a wide range of 3D physical rocks remains a formidable …

Quantifying the effect of pore‐Size dependent wettability on relative permeability using capillary bundle model

S Yu, Q Kang, M Mehana - Journal of Geophysical Research …, 2024 - Wiley Online Library
Relative permeability is a key parameter for characterizing the multiphase flow dynamics in
porous media at macroscopic scale while it can be significantly impacted by wettability …

Digital rocks portal (digital porous media): connecting data, simulation and community

M Prodanović, M Esteva, J McClure… - E3S Web of …, 2023 - e3s-conferences.org
Digital Rocks Portal (DRP, https://www. digitalrocksportal. org) organizes and preserves
imaged datasets and experimental measurements of porous materials in subsurface, and …

Learning a general model of single phase flow in complex 3D porous media

JE Santos, A Marcato, Q Kang, M Mehana… - Machine Learning …, 2024 - iopscience.iop.org
Modeling effective transport properties of 3D porous media, such as permeability, at multiple
scales is challenging as a result of the combined complexity of the pore structures and fluid …

[PDF][PDF] Pore scale modeling of fluid transport in complex reservoirs: Multi-scale digital rock construction, flow experiments and simulation methods

W Song, F Liu, Y Li, Y Yang - Capillarity, 2024 - researchgate.net
The heterogeneities of complex reservoirs are expressed in terms of multi-scale pore
structure, different pore type and multiple occurrence mode. Fluid transport mechanisms …

Prediction and uncertainty quantification of shale well performance using multifidelity Monte Carlo

M Mehana, A Pachalieva, A Kumar, J Santos… - Gas Science and …, 2023 - Elsevier
Uncertainty quantification is an integral component of reservoir management, especially
considering the inherent uncertainty in subsurface systems. While a standard practice to …