U-Net model for multi-component digital rock modeling of shales based on CT and QEMSCAN images

Effects of microfractures on permeability in carbonate rocks based on digital core technology

(2022) Changfu Liu et al.   Advances in Geo-Energy Research

Shale Gas Exploration and Development in China: Current Status, Geological Challenges, and Future Directions

(2021) Chuanxiang Sun et al.   ENERGY & FUELS

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

A pore space reconstruction method of shale based on autoencoders and generative adversarial networks

(2021) Ting Zhang et al.   COMPUTATIONAL GEOSCIENCES

Advances in multiscale numerical and experimental approaches for multiphysics problems in porous media

(2021) Yongfei Yang et al.   Advances in Geo-Energy Research

MudrockNet: Semantic segmentation of mudrock SEM images through deep learning

(2021) Abhishek Bihani et al.   COMPUTERS & GEOSCIENCES

Experimental study of the influence of the content of calcite and dolomite in the rock on the efficiency of acid treatment

(2021) Dmitriy A. Martyushev et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Key factors of marine shale conductivity in southern China—Part II: The influence of pore system and the development direction of shale gas saturation models

(2021) Linqi Zhu et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Deep shale gas in China: Geological characteristics and development strategies

(2021) Xinhua Ma et al.   Energy Reports

Deep learning-based method for SEM image segmentation in mineral characterization, an example from Duvernay Shale samples in Western Canada Sedimentary Basin

(2020) Zhuoheng Chen et al.   COMPUTERS & GEOSCIENCES

Multi-scale and multi-component digital core construction and elastic property simulation

(2020) Li-Kai Cui et al.   Applied Geophysics

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

Application of Machine Learning Techniques in Mineral Classification for Scanning Electron Microscopy - Energy Dispersive X-Ray Spectroscopy (SEM-EDS) Images

(2020) Chunxiao Li et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Digital core construction of fractured carbonate rocks and pore-scale analysis of acoustic properties

(2020) Maojin Tan et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A gentle introduction to deep learning in medical image processing

(2019) Andreas Maier et al.   Zeitschrift fur Medizinische Physik

Segmentation of digital rock images using deep convolutional autoencoder networks

(2019) Sadegh Karimpouli et al.   COMPUTERS & GEOSCIENCES

Machine learning for locating organic matter and pores in scanning electron microscopy images of organic-rich shales

(2019) Yaokun Wu et al.   FUEL

Variable secondary porosity modeling of carbonate rocks based on μ-CT images

(2019) Xin Nie et al.   Open Geosciences

Formation damage evaluation of a sandstone reservoir via pore-scale X-ray computed tomography analysis

(2019) Yongfei Yang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A survey on deep learning techniques for image and video semantic segmentation

(2018) Alberto Garcia-Garcia et al.   APPLIED SOFT COMPUTING

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

Relative Permeability Calculations from Two-Phase Flow Simulations Directly on Digital Images of Porous Rocks

(2011) Thomas Ramstad et al.   TRANSPORT IN POROUS MEDIA