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 …

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 …

Investigation on capturing bedding planes in laminated shale through advanced physics-informed image processing for multiscale geomechanical simulation

G Zhao, M Ruan, D Tuncay, X Li - Engineering Geology, 2025 - Elsevier
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 …

Data-Simulation-Driven Method to Identify the Mechanical Parameters of Rockmass in Deep-Buried Tunnel

Z Chen, Q Liu, Y Pan, H Yu, F Li, S Xu - Rock Mechanics and Rock …, 2025 - Springer
Currently, determining the mechanical parameters by inverse analysis in deep-buried
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 …

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 …

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 …

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 …

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 …