Application of artificial intelligence in geotechnical engineering: A state-of-the-art review

A Baghbani, T Choudhury, S Costa, J Reiner - Earth-Science Reviews, 2022 - Elsevier
Geotechnical engineering deals with soils and rocks and their use in engineering
constructions. By their nature, soils and rocks exhibit complex behaviours and a high level of …

Mitigating tunnel-induced damages using deep neural networks

Y Pan, L Zhang - Automation in Construction, 2022 - Elsevier
For intelligent risk prediction and optimization in the shield tunnel excavation under
uncertainty, this paper proposes a data-driven decision support framework based on the …

Back analysis of rock mass parameters in tunnel engineering using machine learning techniques

X Chang, H Wang, Y Zhang - Computers and Geotechnics, 2023 - Elsevier
Efficient determination of the rock mass properties is vitally important for calculating and
evaluating tunnel stability in tunnel engineering. The back analysis method has been widely …

A Novel Back‐Analysis Approach for the External Loads on Shield Tunnel Lining in Service Based on Monitored Deformation

W Lin, P Li, X Xie, Y Cao… - Structural Control and …, 2023 - Wiley Online Library
The maintenance of in‐service shield tunnel lining has become a critical issue in recent
decades due to the rapid development of the metro system in China. The external load is …

Numerical simulation of EPB shield tunnelling with TBM operational condition control using coupled DEM–FDM

H Lee, H Choi, SW Choi, SH Chang, TH Kang, C Lee - Applied Sciences, 2021 - mdpi.com
This study demonstrates a three-dimensional numerical simulation of earth pressure
balance (EPB) shield tunnelling using a coupled discrete element method (DEM) and a finite …

A prediction model for surface deformation caused by underground mining based on spatio-temporal associations

M Ren, G Cheng, W Zhu, W Nie, K Guan… - … , natural hazards and …, 2022 - Taylor & Francis
Accurate predictions of the surface deformation caused by underground mining are crucial
for the safe development of underground resources. Although surface deformation has been …

Automated position control of tunnel boring machine during excavation using deep reinforcement learning

P Lin, A Ji, Y Zhou, L Zhang, RLK Tiong - Applied Soft Computing, 2024 - Elsevier
Position control of tunnel boring machines (TBM) is critical to ensure precise construction
and meets design specifications. However, the high dependence on human intervention …

3D numerical simulation of TBM excavation for predicting surface settlements-state of the art

B Kratz, P Jehel, M Tatin - … -Knowledge and Passion to Make a …, 2023 - taylorfrancis.com
Tunnels offer efficient transportation infrastructure in urban areas such as the Grand Paris
Express in France. In urban areas, a densely built environment is exposed to the surface …

Analysis and prediction of the river levee settlement derived from shield tunneling considering the excavation face stability

X Li, Y Xue, F Kong, Z Li, G Li - Acta Geotechnica, 2024 - Springer
The river levee settlement derived from shield tunnel excavation face instability is an
anticipated safety issue. Serious engineering safety hazards may occur if it is not restricted …

A Novel Method for Analyzing the Factors Influencing Ground Settlement during Shield Tunnel Construction in Upper‐Soft and Lower‐Hard Fissured Rock Strata …

Y Wang, Y Zhang, Z Zhu, M Du, Y Qi - Geofluids, 2020 - Wiley Online Library
Focusing on the special stratum conditions of upper‐soft and lower‐hard fissured rock strata,
this paper conducts quantitative research and analysis on the factors influencing the ground …