Efficiently reconstructing high-quality details of 3D digital rocks with super-resolution Transformer

Z Xing, J Yao, L Liu, H Sun - Energy, 2024 - Elsevier
Accurate pore-scale modeling demands high-quality digital rock images, which should
possess a broad imaging field of view (FOV) and high resolution to characterize multi-scale …

Modeling finer microstructure of random heterogeneous porous materials by fusing 2D high-and 3D low-resolution images

P Yan, Q Teng, Z Ma, X Wu, X He - Computers and Geotechnics, 2024 - Elsevier
Modeling the finer microstructure is crucial for studying the microscopic and macroscopic
characteristics of random heterogeneous porous materials. Multi-scale reconstruction is a …

Image-based microscale rock typing and its application

Y Wang - Journal of Petroleum Exploration and Production …, 2024 - Springer
Rock typing plays a crucial role in describing the heterogeneity of the reservoir. Most of the
conventional rock typing methods are implemented to classify the target reservoir into …

A novel Trunk Branch-net PINN for flow and heat transfer prediction in porous medium

H Xing, K Jin, G Yao, J Zhao, D Xu, D Wen - arXiv preprint arXiv …, 2025 - arxiv.org
A novel Trunk-Branch (TB)-net physics-informed neural network (PINN) architecture is
developed, which is a PINN-based method incorporating trunk and branch nets to capture …

Multi-scale nonlinear reservoir flow simulation based on digital core reconstruction

Y Fu, Q Zhai, G Yuan, Z Wang, Y Cheng… - Geoenergy Science and …, 2024 - Elsevier
During the exploitation of oil and gas reservoirs, changes in reservoir physical or fluid
properties will lead to alterations in formation seepage capacity, subsequently impacting the …