A review of machine learning applications to geophysical logging inversion of unconventional gas reservoir parameters
Z Wang, Y Cai, D Liu, J Lu, F Qiu, J Hu, Z Li… - Earth-Science …, 2024 - Elsevier
Reservoir parameters are crucial indicators for reservoir evaluation and development and
provide insights into long-term reservoir behavior. The primary methods for evaluating these …
provide insights into long-term reservoir behavior. The primary methods for evaluating these …
A spatio-temporal forecasting method of fracture distribution using dynamically exposed rock images in tunnel: Methodology and application
Y Li, Z Xu, D Pan, W Mou, S Zhao - Engineering Geology, 2024 - Elsevier
Forecasting the geometric characteristics of rock fractures in unexcavated tunnel sections is
crucial for construction arrangements. This paper presents a method for predicting fracture …
crucial for construction arrangements. This paper presents a method for predicting fracture …
Investigation on capturing bedding planes in laminated shale through advanced physics-informed image processing for multiscale geomechanical simulation
Shale is characterized by its laminated and fissile nature, consisting of numerous thin layers
that easily split along bedding planes. Traditional geomechanical simulations often simplify …
that easily split along bedding planes. Traditional geomechanical simulations often simplify …
Data-Simulation-Driven Method to Identify the Mechanical Parameters of Rockmass in Deep-Buried Tunnel
Currently, determining the mechanical parameters by inverse analysis in deep-buried
tunnels is still challenging and essential. Problems such as the limitation of unknown …
tunnels is still challenging and essential. Problems such as the limitation of unknown …
[HTML][HTML] In-Situ Stress Prediction of Deep Coal Reservoir Considering Anisotropy: A Case Study of the North-Central Zi**shan Block, North China
H Li, H Wang, K Zhang, K Jiang, X Zhang, X Sun, Y Qiu… - Processes, 2025 - mdpi.com
Hydraulic fracturing can significantly enhance coalbed methane production, with in-situ
stress playing a crucial role in this process. Our study focuses on calculating in-situ stress in …
stress playing a crucial role in this process. Our study focuses on calculating in-situ stress in …
Numerical Simulation on the Influence of Natural Fractures on Hydraulic Fracture Propagation in Fractured Coal Reservoirs
F Zhang, H Wan, B Liu, M Zhu, X Lv, X Xu - Energy & Fuels, 2025 - ACS Publications
Natural fractures with different angles, different combinations, and different sizes in mid-
deep fractured coal reservoirs lead to complex fracture propagation paths, which will affect …
deep fractured coal reservoirs lead to complex fracture propagation paths, which will affect …
Application of physics-data-driven method to identify the weak interlayers in underground geotechnical engineering
Z Chen, Q Liu, P Deng, Y Bo, D Liu, Y Pan… - … and Underground Space …, 2025 - Elsevier
The accurate description of the internal structure of weak interlayers is a prerequisite for the
safe construction of deep geotechnical engineering with complicated geological conditions …
safe construction of deep geotechnical engineering with complicated geological conditions …
Sequence-variable attention temporal convolutional network for volcanic lithology identification based on well logs
H Feng, Z Zhang, C Zhang, C Zhong, Q Ma - Journal of Petroleum …, 2025 - Springer
Abstract A Sequence-Variable Attention Temporal Convolutional Network (SVA-TCN) is
proposed for lithology classification based on well log data. This study aims to address the …
proposed for lithology classification based on well log data. This study aims to address the …
Reservoir water level decline accelerates ground subsidence: InSAR monitoring and machine learning prediction of surface deformation in the Three Gorges …
J Yang, P Kou, X Dong, Y **a, Q Gu, Y Tao… - Frontiers in Earth …, 2025 - frontiersin.org
Introduction Surface deformation in the Three Gorges Reservoir area poses significant
threats to infrastructure and safety due to complex geological and hydrological factors …
threats to infrastructure and safety due to complex geological and hydrological factors …