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A model of tunnel boring machine performance

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/bf01238179openalex-snapshot
The stamp-load bearing strength of rock an experimental and theoretical investigation
inferredcites →https://doi.org/10.1007/bf01239473openalex-snapshot
The Cerchar Abrasivity Index and its relation to rock mineralogy and petrography
inferredcites →https://doi.org/10.1016/0148-9062(64)90070-1openalex-snapshot
The mechanical excavation of rock—Experiments with roller cutters
inferredcites →https://doi.org/10.1016/0148-9062(75)90003-0openalex-snapshot
Bluntness and wear of rolling disk cutters
inferredcites →https://doi.org/10.1016/0148-9062(75)90547-1openalex-snapshot
Rock excavation by disc cutter
inferredcites →https://doi.org/10.1016/0148-9062(76)90563-5openalex-snapshot
Rock excavation by disc cutter
inferredcites →https://doi.org/10.1016/0148-9062(82)91151-2openalex-snapshot
A study of disc cutting in selected British rocks
inferredcites →https://doi.org/10.1016/0148-9062(89)90523-8openalex-snapshot
The stamp test for rock drillability classification
inferredcites →https://doi.org/10.1016/0148-9062(91)93231-topenalex-snapshot
Rotary drilling prediction
inferredcites →https://doi.org/10.1520/gtj10882jopenalex-snapshot
The Uniaxial Strength of Rock Material
inferredcites →https://doi.org/10.1520/gtj10902jopenalex-snapshot
The Point Load Test for the Tensile Strength of Rock
inferredcites →https://doi.org/10.1520/gtj10903jopenalex-snapshot
Sclerograph Measurements on Rock Materials

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Relative Disc Motion for Multi-Edge Disc Cutters at Low Turning Radius – Implications for Drilling Performance and Cutter Wear
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Wear mechanism and life prediction of the ripper in a 9‐m‐diameter shield machine tunneling project of the Beijing new airport line in a sand‐pebble stratum
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State of the Art der Verschleißprognose im maschinellen Tunnelbau
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Prediction Model for Rock‐Breaking Force and Wear of Large‐Diameter Shield Disc Cutters in Hard Rock Stratum
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Mechanical Analysis and Prediction for the Total Thrust on TBMs
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Multidisciplinary design optimization of tunnel boring machine considering both structure and control parameters under complex geological conditions
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Study on the Correlations Between Abrasiveness and Mechanical Properties of Rocks Combining with the Microstructure Characteristic
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A Wear Rule and Cutter Life Prediction Model of a 20-in. TBM Cutter for Granite: A Case Study of a Water Conveyance Tunnel in China
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Analysis on the Relationship Between Layout and Consumption of Face Cutters on Hard Rock Tunnel Boring Machines (TBMs)
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The Microwave-Induced Fracturing of Hard Rock
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From Exploratory Tunnel to Base Tunnel: Hard Rock TBM Performance Prediction by Means of a Stochastic Approach
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TBM Cutter Wear Under High-Strength Surrounding Rock Conditions: A Case Study from the Second Phase of the Northern Xinjiang Water Supply Project
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Experimental Investigation on the Influence Factors on TBM Cutter Wear Based on Composite Abrasion Test
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Evaluation of TBM Cutter Wear in Naghadeh Water Conveyance Tunnel and Developing a New Prediction Model
inferred← citeshttps://doi.org/10.1007/s00603-024-04200-1openalex-snapshot
Development of a Novel TBM Tunnelling Test Platform and Its Application in Rock–Machine Interaction Analysis
inferred← citeshttps://doi.org/10.1007/s00603-025-04451-6openalex-snapshot
Optimized Decision-Making for Tunnel Boring Machine Control Parameters
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Tracking of disc cutter wear in TBM tunneling: a case study of Kerman water conveyance tunnel
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Introducing an empirical model for prediction of disc cutter life for TBM application in jointed rocks: case study, Kerman water conveyance tunnel
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Microwave-assisted hard rock breakage by impact hammers: heating, fracturing and mechanical breakage
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Prediction model for disc cutter wear during hard rock breaking based on plastic removal abrasiveness mechanism
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A soft ground micro TBM’s specific energy prediction using an eXplainable neural network through Shapley additive explanation and Optuna
inferred← citeshttps://doi.org/10.1007/s10064-024-03900-wopenalex-snapshot
Disc cutter wear/life analysis in a long tunnel excavated in strong to very strong, abrasive rocks
inferred← citeshttps://doi.org/10.1007/s10064-025-04338-4openalex-snapshot
TBM performance prediction based on XGBoost models: a case study of the ghomrud water conveyance tunnel (Lots 3 and 4)
inferred← citeshttps://doi.org/10.1007/s10064-025-04357-1openalex-snapshot
Correlations of Cerchar abrasivity index with geomechanical properties of intact rocks and its application to cutter life evaluation
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The three-dimension model for the rock-breaking mechanism of disc cutter and analysis of rock-breaking forces
inferred← citeshttps://doi.org/10.1007/s10706-016-9994-9openalex-snapshot
Shield Tunneling in Rock–Soil Interface Composite Formations
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A real-time multi-head mixed attention mechanism-based prediction method for tunnel boring machine disc cutter wear
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Point and interval estimation of rock mass boreability for tunnel boring machine using an improved attribute-weighted deep belief network
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Enhanced wear prediction of tunnel boring machine disc cutters for accurate remaining useful life estimation using a hybrid model
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A TBM Cutter Life Prediction Method Based on Rock Mass Classification
inferred← citeshttps://doi.org/10.1007/s12517-016-2811-1openalex-snapshot
New equations for predicting the field penetration index of tunnel boring machines in fractured rock mass
inferred← citeshttps://doi.org/10.1007/s12517-020-5188-0openalex-snapshot
The prediction of cutter wear from temperature measurements on TBM discs and cutting face
inferred← citeshttps://doi.org/10.1007/s13369-024-09321-xopenalex-snapshot
Real-Time Prediction of Disc Cutter Wear in Low-Abrasive Rocks: Integrating Physico-Mechanical Properties and Signal Processing Features Through Machine Learning Methods
inferred← citeshttps://doi.org/10.1007/s40789-024-00731-8openalex-snapshot
Cerchar abrasivity test and its applications in rock engineering: A review
inferred← citeshttps://doi.org/10.1007/s40948-022-00384-4openalex-snapshot
Probabilistic estimation of the advancement rate of the Tunnel Boring Machines on the basis of rock mass characteristics
inferred← citeshttps://doi.org/10.1007/s41062-021-00467-3openalex-snapshot
Prediction of TBM penetration rate using the imperialist competitive algorithm (ICA) and quantum fuzzy logic
inferred← citeshttps://doi.org/10.1007/s43452-024-00911-yopenalex-snapshot
Predicting disc cutter wear using two optimized machine learning techniques
inferred← citeshttps://doi.org/10.1016/j.autcon.2021.103603openalex-snapshot
A field parameters-based method for real-time wear estimation of disc cutter on TBM cutterhead
inferred← citeshttps://doi.org/10.1016/j.autcon.2026.106950openalex-snapshot
Real-time prediction of TBM cutter wear rate using pseudo-labeling, multi-task learning, and semi-supervised learning
inferred← citeshttps://doi.org/10.1016/j.cie.2022.108251openalex-snapshot
Performance optimization of hard rock tunnel boring machine using multi-objective evolutionary algorithm
inferred← citeshttps://doi.org/10.1016/j.engfailanal.2021.105727openalex-snapshot
Delineation of cutter force and cutter wear in different edge configurations of disc cutters – An analysis using discrete element method
inferred← citeshttps://doi.org/10.1016/j.engfracmech.2026.112531openalex-snapshot
Research on the wear prediction of TBM outward-mounted disc cutters
inferred← citeshttps://doi.org/10.1016/j.enggeo.2025.108133openalex-snapshot
Laboratory investigation of sandstone joints and strata on TBM performance using a tunnelling test platform
inferred← citeshttps://doi.org/10.1016/j.ijrmms.2022.105233openalex-snapshot
Experimental study on improving mechanical mining efficiency of deep banded iron ore by microwave presplitting
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The influence of microwave irradiation on rocks for microwave-assisted underground excavation
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Experimental investigation on the effects of microwave irradiation on kimberlite and granite rocks
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Soft ground tunnel lithology classification using clustering-guided light gradient boosting machine
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Model-based in-situ measurement and uncertainty-aware estimation of TBM disc cutter wear using rock properties and tunneling performance: Application to Qingdao Metro Line 4
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Energy analysis of the effectiveness of microwave-assisted fragmentation
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Design and finite element analysis of a variable cross-section cutter ring
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Optimizing cutter wear in TBM operations through numerical analysis of enhanced rock-cutting interaction
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Correlation of rock cutting tests with field performance of a TBM in a highly fractured rock formation: A case study in Kozyatagi-Kadikoy metro tunnel, Turkey
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Performance prediction of hard rock TBM using Rock Mass Rating (RMR) system
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Effect of replacing disc cutters with chisel tools on performance of a TBM in difficult ground conditions
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Investigations into the cutting characteristics of CCS type disc cutters and the comparison between experimental, theoretical and empirical force estimations
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Disc cutter wear prediction for a hard rock TBM cutterhead based on energy analysis
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A case study of TBM performance prediction using a Chinese rock mass classification system – Hydropower Classification (HC) method
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Development of a prediction model for the wear evolution of disc cutters on rock TBM cutterhead
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Geological and mechanical rock mass conditions for TBM performance prediction. The case of “La Maddalena” exploratory tunnel, Chiomonte (Italy)
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A practical TBM cutter wear prediction model for disc cutter life and rock wear ability
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Online monitoring device of disc cutter wear – Design and field test
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Probabilistic analysis of the disc cutter failure during TBM tunneling in hard rock
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A new method for wear estimation of TBM disc cutter based on energy analysis
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A study on predicting the wear of TBM disc cutters using Cerchar testing
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An empirical method for estimating TBM penetration rate using tunnelling specific energy
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Experimental study of rock-machine interaction responses in sandstone with distributed boreholes through TBM tunnelling test
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A new prediction model for disc cutter wear based on the principle of dense core-cavity expansion
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Study on the cutter wear rate prediction model of the hard rock TBM
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Full-scale rotary cutting tests to investigate the predictive model for TBM disc cutter three-directional cutting forces
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Investigation of the contact pressure distribution between TBM disc cutter and rock surface using the 3D discrete element method
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Response law of rock-cutterhead interaction in intact sandstone through TBM tunnelling test
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Analysis and prediction of TBM disc cutter wear when tunneling in hard rock strata: A case study of a metro tunnel excavation in Shenzhen, China
inferred← citeshttps://doi.org/10.1016/j.wear.2022.204314openalex-snapshot
Prediction and analysis of slurry shield TBM disc cutter wear and its application in cutter change time
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A new prediction model for disc cutter wear based on Cerchar Abrasivity Index
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Acoustic emission characteristics and damage evolution of basalt by microwave irradiation
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TBM cutter wear prediction in inclined shaft project based on tunnelling parameters
inferred← citeshttps://doi.org/10.1109/access.2018.2821190openalex-snapshot
Reliability-Based Performance Optimization of Tunnel Boring Machine Considering Geological Uncertainties
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Sensitivity of TBM’s Performance to Structural, Control and Geological Parameters Under Different Prediction Models
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Systematic Performance Evaluation of Shield TBM Cutters for Excavating Multiple Soft Rock
inferred← citeshttps://doi.org/10.1155/2023/6144316openalex-snapshot
Influence Analysis of Rock Mass Mechanical Properties on Tunnel Rock Stability Based on Sensor Data Integration
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Multidisciplinary design optimization of hard rock tunnel boring machine using collaborative optimization
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Numerical investigation of temperature distribution on a tunnel boring machine disc cutter affected by geomechanically and excavation parameters
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Rock-Cutting Tools and Theories
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Impact Hammers
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ÜSKÜDAR-ÜMRANİYE-ÇEKMEKÖY METRO TÜNELİNDE KULLANILAN PASA BASINÇLI TÜNEL AÇMA MAKİNESİNİN (EPB-TBM) PERFORMANS ANALİZİ
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DEVELOPMENT ON THRUST RAM SYSTEM FOR TUNNEL BORING MACHINE (TBM) BY USING PARALLEL LINK
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STUDY ON ACTING FORCES TO THE DISK CUTTERS DURING EXCAVATION BY USING TBM-INTERACTION FORCES BETWEEN ROCK AND DISK CUTTERS
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The Development of Microwave Assisted Machineries to Break Hard Rocks
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KAYAÇLARIN AŞINDIRICILIKLARININ ÜÇ FARKLI DENEY YÖNTEMİYLE DEĞERLENDİRİLMESİ
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One-Dimensional Convolutional Neural Network for Pipe Jacking EPB TBM Cutter Wear Prediction
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Research on Rock-Breaking Characteristics of Cutters and Matching of Cutter Spacing and Penetration for Tunnel Boring Machine
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Design theory of full face rock tunnel boring machine transition cutter edge angle and its application
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Wear analysis of disc cutters of full face rock tunnel boring machine
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Study on Dynamic Performance of Cutter Head and Cutter System of Rock Tunneling Set-up
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Design Optimization of TBM Disc Cutters for Different Geological Conditions
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Analisis Kemampugaruan dan Kemampugalian Batuan Peridotit Kabupaten Morowali Utara, Provinsi Sulawesi Tengah
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Experimental Investigation on the Effect of Microwave Heating on Rock Cracking and Their Mechanical Properties
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Analysis on prediction models of TBM performance: A review
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