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[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 …
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
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 …
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
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 …
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
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 …
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
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) …
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
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 …
(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
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 …
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 …
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 …
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 …
underground spaces, and the adjustment of its parameters is a crucial part of shield …