[HTML][HTML] Feedback on a shared big dataset for intelligent TBM Part II: Application and forward look

JB Li, ZY Chen, X Li, LJ Jing, YP Zhang, HH Xiao… - Underground …, 2023 - Elsevier
This review discusses the application scenarios of the machine learning-supported
performance prediction and the optimization efficiency of tunnel boring machines (TBMs) …

Wear of cutting tools in hard rock excavation process: A critical review of rock abrasiveness testing methods

MT Hamzaban, J Rostami, F Dahl, FJ Macias… - Rock Mechanics and …, 2023 - Springer
Increasing demand for the use of different mechanized excavation systems in civil and
mining projects has elevated the importance of understanding the wear process of rock …

A new index for cutter life evaluation and ensemble model for prediction of cutter wear

N Zhang, SL Shen, A Zhou - Tunnelling and Underground Space …, 2023 - Elsevier
This paper proposed a new index for evaluation of disc cutter life during earth pressure
balance (EPB) tunnelling. This new index was defined as the ratio of accumulated cutter …

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 …

A study on predicting the wear of TBM disc cutters using Cerchar testing

MH Rajati, J Rostami, H Memarian… - … and Underground Space …, 2023 - Elsevier
Estimating the disc cutter wear life or change time is a critical part of performance prediction
for the application of hard rock TBMs. This paper examines the disc cutter wear rate and the …

[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 …

Developing the rule of thumb for evaluating penetration rate of TBM, using binary classification

M Akbarzadeh, S Shaffiee Haghshenas… - Geotechnical and …, 2022 - Springer
Using the tunnel boring machine (TBM) in tunneling projects contributes significantly to
increased efficiency and reducing the time of project implementation in comparison with the …

A new method for wear estimation of TBM disc cutter based on energy analysis

L She, S Zhang, C Wang, Y Li, M Du - Tunnelling and Underground Space …, 2023 - Elsevier
The accurate estimation of disc cutter wear has always been a long-term topic affecting the
excavation efficiency and construction cost of tunnel boring machines (TBMs), especially in …

Probabilistic model of disc-cutter wear in TBM construction: A case study of Chaoer to Xiliao water conveyance tunnel in China

WK Yang, ZY Chen, GS Wu, H Xing - Science China Technological …, 2023 - Springer
Disc-cutters play a crucial role in the penetration process during construction using a tunnel
boring machine (TBM). Their wear status has a significant impact on working efficiency and …

Cutting performance and contact behavior of partial-wear TBM disc cutters: a laboratory scale investigation

R Sun, J Mo, M Zhang, Y Su, Z Zhou - Engineering Failure Analysis, 2022 - Elsevier
The rock cutting performance and cutter-rock contact behavior of partial-worn cutters are
investigated via scaled rock cutting experiments. The results reveal that the partial-wear of …