[HTML][HTML] Advance on rock-breaking cutter steels: A review of characteristics, failure modes, molding processes and strengthening technology

Y Jiang, BX Dong, J Fan, F Qiu, HY Yang… - Journal of Materials …, 2024 - Elsevier
Rock breaking has always been a challenging problem that must be solved in projects such
as excavating mountains, drilling wells, and constructing railways. Among the rock-breaking …

A multi-stage data augmentation and AD-ResNet-based method for EPB utilization factor prediction

H Yu, H Sun, J Tao, C Qin, D **ao, Y **… - Automation in Construction, 2023 - Elsevier
Building a high-accuracy utilization factor prediction model for tunnel boring machine with
limited available data is a research challenge. To solve the problem mentioned above, a …

Investigation of disc cutter wear during shield tunnelling in weathered granite: A case study

SL Shen, N Zhang, A Zhou - Tunnelling and Underground Space …, 2023 - Elsevier
Wear characteristics of disc cutter can vary significantly during shield tunnelling in different
geological formations. This paper presents a case study on disc-cutter wear experienced …

[HTML][HTML] A performance-based hybrid deep learning model for predicting TBM advance rate using attention-ResNet-LSTM

S Yu, Z Zhang, S Wang, X Huang, Q Lei - Journal of Rock Mechanics and …, 2024 - Elsevier
The technology of tunnel boring machine (TBM) has been widely applied for underground
construction worldwide; however, how to ensure the TBM tunneling process safe and …

Machine learning-based prediction model for disc cutter life in TBM excavation through hard rock formations

YJ Shin, K Kwon, A Bae, H Choi, D Kim - Tunnelling and Underground …, 2024 - Elsevier
Replacing damaged or worn disc cutters is costly and time-consuming, which can
significantly reduce the utilization and advance rate of tunnel boring machines (TBMs) …

[HTML][HTML] Tunnel boring machine performance prediction using Supervised learning method and swarm intelligence algorithm

Z Yu, C Li, J Zhou - Mathematics, 2023 - mdpi.com
This study employs a supervised learning method to predict the tunnel boring machine
(TBM) penetration rate (PR) with high accuracy. To this end, the extreme gradient boosting …

Prediction of TBM cutter wear in heterogeneous ground under high ambient pressure

N Zhang, SL Shen - Computers and Geotechnics, 2025 - Elsevier
To prevent tunnel face collapse in heterogeneous ground, the applied face pressure in the
excavation chamber can be increased to stabilise the tunnel face, which may hinder cutter …

Multi-objective optimization control for shield cutter wear and cutting performance using LightGBM and enhanced NSGA-II

Z Yin, J Jiao, P **e, H Luo, L Wei - Automation in Construction, 2025 - Elsevier
Varying results in cutter wear and cutting performance can be observed based on different
selections of shield operational parameters, particularly in hard rock or soil with a high …

Investigation of disc cutter wear in tunnel-boring machines (tbms): integration of photogrammetry, measurement with a caliper, weighing, and macroscopic visual …

B Janc, G Vižintin, A Pal - Applied Sciences, 2024 - mdpi.com
During the construction of tunnels using tunnel-boring machines (TBMs), the wear of disc
cutters is an unavoidable process. The timely replacement of worn disc cutters can have a …

[HTML][HTML] Research on Multi-Objective Optimization of Shield Tunneling Parameters Based on Power Consumption and Efficiency

W Wang, H Feng, Y Li, X Zheng, J Qi, H Sun - Sustainability, 2024 - mdpi.com
The shield tunneling method is commonly used in the development and construction of
underground spaces, and the adjustment of its parameters is a crucial part of shield …