Mathematical model for approximating shield tunneling-induced surface settlement via multi-gene genetic programming

ZL Cheng, KKPM Kannangara, LJ Su, WH Zhou - Acta Geotechnica, 2023 - Springer
Obtaining an accurate estimation of surface settlement during tunnel excavation is
challenging due to the many factors that influence settlement. This study developed a …

Predicting earth pressure balance (EPB) shield tunneling-induced ground settlement in compound strata using random forest

X Ling, X Kong, L Tang, Y Zhao, W Tang… - Transportation …, 2022 - Elsevier
The prediction and control of the ground settlement induced by shield tunneling in
compound strata is a crucial challenge for tunnel excavation. In this regard, a finite element …

[HTML][HTML] Ground movements prediction in shield-driven tunnels using gene expression programming

A Ramesh, M Hajihassani… - The Open …, 2020 -  …
Methods: For this purpose, Tehran Metro Line 6 was simulated numerically to investigate the
effects of different parameters on the surface settlement, and 85 datasets were prepared …

[HTML][HTML] Investigation of feature contribution to shield tunneling-induced settlement using Shapley additive explanations method

KKPM Kannangara, W Zhou, Z Ding, Z Hong - Journal of Rock Mechanics …, 2022 - Elsevier
Accurate prediction of shield tunneling-induced settlement is a complex problem that
requires consideration of many influential parameters. Recent studies reveal that machine …

[HTML][HTML] Soft computing approach for prediction of surface settlement induced by earth pressure balance shield tunneling

WG Zhang, HR Li, CZ Wu, YQ Li, ZQ Liu, HL Liu - Underground Space, 2021 - Elsevier
Estimating surface settlement induced by excavation construction is an indispensable task in
tunneling, particularly for earth pressure balance (EPB) shield machines. In this study …

[HTML][HTML] Application of tree-based methods in predicting the surface settlement arising from the tunnel excavation with large mix-shield

C Huang, H Du, L Li, J Ni, Y Sun - Soils and Foundations, 2023 - Elsevier
Surface settlement due to tunnel excavation is affected by several factors. However, no
explicit mapping correlation exists between surface settlement and the main influencing …

Prediction of shield tunneling-induced ground settlement using machine learning techniques

R Chen, P Zhang, H Wu, Z Wang, Z Zhong - Frontiers of Structural and …, 2019 - Springer
Predicting the tunneling-induced maximum ground surface settlement is a complex problem
since the settlement depends on plenty of intrinsic and extrinsic factors. This study …

Influence analysis and relationship evolution between construction parameters and ground settlements induced by shield tunneling under soil-rock mixed-face …

S Guo, B Wang, P Zhang, S Wang, Z Guo… - … and Underground Space …, 2023 - Elsevier
This study investigates the influences of the key shield parameters on tunneling-induced
ground settlements considering the dynamic excavation process. The advanced machine …

Evolutionary hybrid neural network approach to predict shield tunneling-induced ground settlements

K Zhang, HM Lyu, SL Shen, A Zhou, ZY Yin - Tunnelling and Underground …, 2020 - Elsevier
This study proposes an artificial intelligence approach to predict ground settlement during
shield tunneling via considering the interactions among multi-factors, eg, geological …

Surface settlement prediction for EPB shield tunneling in sandy ground

Y Fang, C He, A Nazem, Z Yao, J Grasmick - KSCE Journal of Civil …, 2017 - Springer
Ground volume loss induced by shield tunnel construction is the major factor leading to
ground settlement and deformation. The general equations predicting surface settlement …